02 Applied AI
Intelligence that reaches the decision.
A model creates value only when it becomes part of how an organization understands, tests and acts. My industry work has connected advanced analytics with real decision environments.
Operating principle
Models are not
the final product.
From question to capability
A decision-centered
way of working.
- 01
Frame the decision
Start with the organizational choice to be improved—not with a model in search of a problem.
- 02
Represent the system
Connect behavioral, customer and operational signals in a form that supports careful analysis.
- 03
Learn through evidence
Use machine learning and experimentation to test, refine and monitor how a system performs.
- 04
Build for use
Translate analytical insight into decision support, personalization and durable organizational capability.
Professional trajectory
From data practice to
research leadership.
Corporate roles are a substantial part of the trajectory, presented here as previous experience—not as the current affiliation.
- 01Jul 2026–Present
Universidad del Desarrollo
Research Professor
Faculty of Engineering & Institute of Data Science - 02Jun 2025–Jun 2026
Ripley Corporativo Chile–Perú
Corporate Customer and Advanced Analytics Manager
- 03Oct 2019–Jan 2023
Enjoy Corporativo Chile–Argentina–Uruguay
Corporate Data Science and Advanced Analytics Submanager
- 04Oct 2018–Oct 2019
MetLife Chile
Lead Data Scientist
- 05Aug 2017–Oct 2018
Walmart Chile
Senior Data Scientist
- 06Jul 2014–Aug 2017
Enel Distribución Chile
Data Management SpecialistBusiness Intelligence Specialist
Selected organizations
Experience across
real decision systems.
Corporate marks identify organizations in the professional trajectory; they do not imply endorsement of this website.
