Academic Portfolio

Research, teaching, and applied social data science

This section summarizes my academic contributions across publication, postgraduate teaching, and interdisciplinary AI research in political and institutional contexts.

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Featured Publications

Peer-reviewed and applied research outputs

Journal Article | 2025

From Data to Graph: Rigor, Ethics, and Replicability in Social Network Analysis of Communication and Political Science in Latin America (2009-2022)

Signo y Pensamiento, Vol. 44 (Pontificia Universidad Javeriana).

Co-authored study examining transparency and replicability standards in social network analysis research across digital platforms in Latin America, with a mixed-methods framework and a methodological clarity route.

DOI PDF

Journal Article | 2024

#EcuadorBajoAtaque: Informational Disorder and the Diffusion of Negative Emotions on X During Ecuador's 2024 Security Crisis

Dixit, Vol. 38, e4094.

Co-authored peer-reviewed study that analyzes the dynamics of informational disorder and negative emotions on X during a high-tension security context in Ecuador, combining computational methods and communication analysis.

DOI

Teaching Experience

Postgraduate and applied curriculum development

FLACSO Ecuador

Professor: Democracy, Politics and Big Data

Designed and delivered an interdisciplinary course connecting data analytics, AI, and democratic processes. Covered NLP, sentiment analysis, machine learning, and network methods with real-world datasets.

Universidad EAN

Adjunct Professor: MLOps and Cloud Analytics

Delivered master-level instruction on model lifecycle operations, deployment practices, and cloud-native analytics for production ML teams.

FLACSO Ecuador

Professor: Big Data: Methods and Analysis

Designed and delivered postgraduate sessions on big data methods, including practical training in data collection, preparation, visualization, and analytical workflows.

FLACSO Ecuador

Professor: Thesis Workshop I

Guided early-stage thesis development, including problem framing, research questions, methodological planning, and technical scope design.

FLACSO Ecuador

Professor: Thesis Workshop II

Supervised advanced thesis execution, focusing on methodological coherence, analytical rigor, and writing structure for final academic delivery.

Research Collaboration

Institutional and interdisciplinary projects

Center for Human Rights Analytics

Electoral intelligence and transformer workflows

Built AI-enabled pipelines for political discourse analysis, model benchmarking, and institutional reporting aligned with democratic and human-rights commitments.

Pontificia Universidad Javeriana

Digital citizenship and rights-focused analytics

Contributed to research on digital rights, cybersecurity, and policy implications of AI-enabled public infrastructures.

Professional Profiles

Academic visibility and references

Full role history and institutional affiliations are available on my official channels.

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Collaboration

Open to lectures, workshops, and joint research initiatives

If your institution is working on AI, digital politics, public data systems, or computational social science, let us connect.

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