I am a physiotherapist, operations professional and doctoral researcher from Bogotá, now based in Riyadh. Working with people, leading fitness services and exploring data has shaped the tools I build today. I connect that experience with business thinking and AI to help people and organizations make clearer decisions.
From working with members to leading teams and coordinating services.
Riyadh, Saudi Arabia
Individualized training and functional coordination of physiotherapy service implementation across three clubs in Riyadh.
Bogotá, Colombia
Performance training, individualized programming and service coordination in a private multi-sport environment.
Colombia
Club management, education leadership for Bogotá and regional responsibilities in group exercise and personal training.
Colombia
Training, instructor development and support for the National Director, organizing group exercise operations across Colombia.
Explore the problem, what I built and what comes next.
Same signal, different method, different answer. A reproducible study of how processing choices change bilateral sEMG ratios after ACL reconstruction, with an interactive bilingual site, a synthetic signal lab and public Kaggle notebooks.
From a separate Excel sheet per club to one integrated system for bookings, follow-up, clinical documentation and reporting across three fitness clubs.
Explore the case →
Analysis of member frequency, behavioral churn risk, retention signals and business scenarios. Findings remain under observation; operational values stay private.
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A bilingual MVP connecting back-risk screening with explainable summaries and recommendations. Its spine-age visualization is educational.
Explore the case →Selected foundations in health, research, business and technology.
Escuela Colombiana de Rehabilitación, Colombia
UNINI Mexico / FUNIBER
Euroinnova International Online Education
Platzi
Evidence, questions and my perspective on health, movement and data.
Which measurements help us understand whether rehabilitation is changing everyday life?
My reading of care, operations and finance through the Saudi and Colombian health systems.
What changes when we compare a person with their own history instead of a population average?
Open to conversations about rehabilitation, performance, fitness operations, health data, research collaboration and responsible AI products.
