Juan P. Aparicio | Applied economist

Applied economist studying conflict, information, and research credibility.

I study how information changes the course of violent conflict — and whether published social science holds up. In Colombia, my co-authors and I found that radio messages aired during football matches persuaded more than 1,000 FARC fighters to demobilize, and that news coverage of a proposed prisoner exchange changed who the group kidnapped. At the Institute for Replication, I run large-scale replication projects, including a PNAS study testing whether AI teams can do the checking.

PNAS Published work in reproducibility and applied AI
I4R 2,000+ researchers re-checking published studies in projects I help run
Data Predictive modeling, causal inference, and policy analysis
Portrait of Juan P. Aparicio
Current focus Applied political economy, reproducibility, and research and data workflows.
Core field Political economy of conflict
Methods Causal inference and prediction

Questions where institutions, information, and violence meet.

I combine applied microeconomics with political economy, the psychology behind how people react to information, and reproducibility checks.

Conflict and demobilization

How armed actors respond to information, identity, and emotional cues.

Media and agenda setting

When public attention changes political incentives and strategic behavior.

Credible evidence

Replication, robustness, and research workflows that make results easier to trust.

Applied AI

Measuring what AI actually contributes to research, instead of assuming it.

Selected papers and projects on media, identity, institutions, and research reproducibility in social science.

Published 2026

AI and Reproducibility

With A. Brodeur, D. Valenta, A. Marcoci, D. Mikola, B. Barbarioli, et al.

Proceedings of the National Academy of Sciences, 123(22), e2524747123

Peer-reviewed publication

DOI: 10.1073/pnas.2524747123

288 researchers in 103 teams reproduced published social science with no AI, AI assistance, or AI in the lead: human-only and AI-assisted teams reproduced 94% and 91% of results, AI-led teams only 37%.

Applied AIReproducibilityMeta-science
Working papers 2023

Demobilizing Rebels

With Michael Jetter and Christopher Parsons

IZA Discussion Paper No. 16054

Under journal review (IZA Discussion Paper)

Radio messages aired during national-team football matches persuaded FARC fighters to demobilize: family-themed appeals brought home more than 1,000 rebels, while national-unity appeals did not.

ConflictIdentityBehavioral
Published 2022

Captivating News

With Michael Jetter

Journal of Economic Behavior & Organization, 202, 69-81

Peer-reviewed publication

DOI: 10.1016/j.jebo.2022.07.029

News coverage of a proposed prisoner exchange shifted FARC kidnappings away from ransom targets and toward political hostages the group could trade.

ConflictMediaPolitical economy
Working papers 2025

Community Radios

With Gustavo Canavire-Bacarreza and Eric Neumayer

Working paper

Under journal review

Introducing community radios in Colombia increased killings by right-wing paramilitaries (AUC) but not by the FARC — and FARC violence even fell over time in more left-leaning municipalities.

MediaConflictColombia

Research on two tracks: producing evidence, and checking it.

My academic work centers on political economy and development — conflict, media, crime, and institutions, mostly in Colombia. At the Institute for Replication, I organize “replication games” — events where teams of researchers re-check published studies, sometimes with AI in the loop. Projects I have led have involved more than 700 researchers; across everything I have contributed to, more than 2,000. That work has fed into publications in journals including Nature and PNAS.

I also work in applied data science: demand forecasting, market analytics, evaluating how researchers and AI work together, and analysis that helps companies and institutions decide.

Read the CV summary
Juan P. Aparicio outdoors