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matuteiglesias/README.md

M. I. Matías Iglesias

Senior Data & AI Engineer building reliable systems for data, documents, retrieval, and automation.

I build Python/SQL systems that turn messy information into usable infrastructure: data pipelines, document-processing workflows, retrieval systems, dashboards, publishing workflows, and AI-assisted automation tools.

My background combines software/data engineering with scientific training in economics and physics. I am strongest where data, software, research judgment, and operational usefulness need to meet.

What I build

1. AI/data automation systems

Systems that acquire, structure, enrich, validate, and publish information.

Examples:

  • news and media-monitoring pipelines
  • document-processing and retrieval workflows
  • LLM-assisted summarization, triage, and drafting systems
  • automation layers for repeated operational work
  • human-reviewable handoff surfaces

2. Reliable knowledge and data infrastructure

Interfaces and workflows that make multi-step data/AI systems inspectable and maintainable.

Examples:

  • schema-based contract buses
  • run records and observability indexes
  • reproducible pipelines
  • static/public publishing surfaces
  • documentation and handoff systems

3. Public-data and research-grade products

Applied data products that translate complex datasets and research workflows into maps, reports, dashboards, and public-facing outputs.

Examples:

  • poverty and household-survey data workflows
  • geographic and socioeconomic analysis
  • economic/public-data reporting
  • research-to-web publication pipelines
  • analytical notebooks upgraded into inspectable products

Selected public work

Start here if you want to inspect my work from the outside.

Working style

I care about systems that are:

  • modular
  • inspectable
  • reproducible
  • documented
  • operationally useful
  • honest about status, scope, and limitations
  • able to survive contact with real workflows

I am especially interested in building tools that help people and organizations acquire, structure, retrieve, validate, and use information.

Background

  • Senior Data & AI Engineer
  • PhD in Economics
  • MSc in Physics
  • Experience across public sector, consulting, applied research, and technical product building
  • Main stack: Python, SQL, LLM APIs, RAG, BigQuery/GCP, CI/CD, static publishing, workflow automation

Repository guide

They usually fall into these themes:

  • AI/data automation
  • data pipelines
  • retrieval and knowledge systems
  • contract-based workflow reliability
  • public-data analysis
  • research-to-product infrastructure
  • documentation and publishing systems

Contact


En español

Soy Senior Data & AI Engineer. Construyo sistemas confiables para datos, documentos, recuperación de información y automatización.

Trabajo con Python, SQL, APIs de LLMs, RAG, pipelines de datos, documentación técnica y workflows reproducibles para convertir información desordenada en infraestructura usable: datasets estructurados, sistemas de recuperación, dashboards, reportes, superficies públicas y herramientas asistidas por IA.

Mi formación combina ingeniería de software/datos con economía y física. Soy más fuerte en problemas donde datos, software, criterio analítico y utilidad operativa tienen que encontrarse.- inteligencia cívica e institucional

  • traducción de investigación en productos públicos

Pinned Loading

  1. media_monitor media_monitor Public

    Live news intelligence and publishing pipeline for economic, political, and civic monitoring.

    Jupyter Notebook 1

  2. indice-pobreza-UBA indice-pobreza-UBA Public

    Poverty measurement and analysis pipeline for Argentina using household survey microdata.

    Jupyter Notebook 2 1

  3. thesis thesis Public

    Public web edition of my PhD thesis in economics, designed for readable and navigable access.

    HTML 1

  4. kb-contracts kb-contracts Public

    Contracts and schemas for a multi-repo knowledge pipeline: events, sessions, summaries, digests, and publishing buses.

    TypeScript 1

  5. journal journal Public

    Public development journal for systems, experiments, and technical work across AI, data, and civic tools.

    TypeScript 1

  6. encuestador-de-hogares encuestador-de-hogares Public

    Household survey ML pipeline using EPH and census data to model Argentine socioeconomic indicators.

    Jupyter Notebook 7 3