Data & AI leadership for high-stakes decisions
Causal inference · Credit risk · Forecasting · Geospatial ML · Applied AI/LLM evaluation
I design and lead end-to-end data science systems that convert uncertainty into measurable business decisions across Banking, FMCG, Retail, Agriculture, and the Public Sector in LatAm.
From strategy to production, I focus on statistical rigor, delivery speed, and decision impact.
- Lead cross-functional Data & AI initiatives from hypothesis design to production deployment.
- Build causal and predictive systems for investment, risk, and operational planning.
- Combine econometrics, ML, and product engineering to deliver executive-grade decision intelligence.
| Area | Leadership impact |
|---|---|
| Causal Inference | Decision frameworks that quantify impact before capital is committed. |
| Credit Risk | Lending and financial-risk models with transparent comparative analysis. |
| Forecasting | Demand and risk time-series pipelines for proactive planning. |
| Geospatial ML | Spatial intelligence for valuation, hazard, and monitoring systems. |
| Applied AI / LLM Evaluation | Evaluation harnesses with measurable fidelity, reliability, and honesty metrics. |
| Project | What it delivers |
|---|---|
| Radar de Valorización Urbana | Geospatial valuation intelligence for Quito & Guayaquil with multimodal ML + FastAPI delivery. |
| Commercial Causal Evals | LLM-agent evaluation grounded in causal inference with golden datasets and strict quality metrics. |
| Banana Disease Detection | Production-oriented computer vision for agriculture disease detection using PyTorch and OpenCV. |
| Ecuador Crime Analysis | Spatial analytics and forecasting system with interactive decision dashboards. |
| Bioseguridad Camarón AI | Early-warning modeling for aquaculture outbreaks with ETL, deep learning, and reinforcement learning. |
Languages & Data: Python · R · SQL · PySpark · Databricks
ML & Methods: PyTorch · Scikit-learn · Causal Inference · Time Series · Spatial Analytics · Credit Risk
Delivery: FastAPI · AWS · Power BI · Tableau