Demand forecasting for smarter inventory
An end-to-end forecasting system that transformed operational data into more accurate purchasing decisions.
- Python
- Polars
- ML
- MLOps
Senior Data Scientist · MSc in Data Science · AI Engineer · MLOps · Web DeveloperData Scientist · AI · MLOps · Web
Available for ambitious data & AI work
Selected impact
Proof, not promises
A selection of real-world challenges translated into reliable data products. Client details remain intentionally high-level.
An end-to-end forecasting system that transformed operational data into more accurate purchasing decisions.
A secure LLM assistant that lets technical teams question internal reports in natural language and reach answers faster.
A decision system designed around biological and operational signals to optimize feeding and economic performance.
How I create value
Translate business ambiguity into a measurable data problem and a realistic delivery path.
Design data, ML and LLM solutions with production constraints in mind from day one.
Deploy, monitor and improve systems through CI/CD, containers and pragmatic MLOps.
Turn technical results into a clear narrative that leaders can act on.
Experience
Sep 2025 – Present
Leading end-to-end analytical and AI solutions for technical advisory teams, from stakeholder alignment to production deployment.
Feb 2022 – Sep 2025
Delivered ML and analytics solutions across client contexts, including an AI optimization system that increased ROI by 15%.
Feb 2021 – Feb 2022
Led analytics work and improved debt collection through customer segmentation and model lifecycle ownership.
Aug 2020 – Feb 2021
Built a live social-data dashboard and co-authored an academic research paper.
Toolkit
Python, SQL, TypeScript, JavaScript, R
Scikit-learn, TensorFlow, LangChain, LLMs
Pandas, Polars, Power BI, data pipelines
Google Cloud, Azure, Kubernetes, Docker, CI/CD
Web engineering
I design and build modern web applications with Next.js, React and TypeScript, connecting accessible interfaces to robust APIs, data platforms and AI capabilities.
Scalable component systems, typed boundaries and maintainable application structures.
Responsive, accessible interfaces with purposeful motion and strong web performance.
REST APIs, analytics and AI features connected cleanly from backend to browser.

Beyond the model
Good models are only useful when people trust and use them. My systems engineering background helps me connect data, product and infrastructure; my leadership experience helps me bring people with me.
Pontificia Universidad Católica de Chile
2024 – 2026 · Highest DistinctionUniversidad de Cuenca
2015 – 2021University of Michigan
Jul – Sep 2020Let's build something useful
I’m interested in ambitious AI products, applied ML, data systems and modern web applications where the outcome matters as much as the technology.
Email me