Projects
20+ projects from 1991 to the present
Optimal teacher allocation system
2020Open English
Optimisation model for assigning teachers to live classes, maximising pedagogical compatibility and operational efficiency. I led a multidisciplinary team that achieved a 30% cost reduction through scenario simulation and a continuous improvement cycle based on internal KPIs.
Statistical class reservation model
2018Open English
Predictive system for anticipating live class demand, optimising teacher availability and reducing student waiting times. Integrates time series with student behavioural variables.
Academic outcome prediction
2017Universidad de la Sabana
Machine learning model to predict student performance in standardised tests, enabling personalised early intervention. Developed with Human Centred Design in close collaboration with teachers and university management.
Keystroke dynamics user identification
2017Universidad de la Sabana
Biometric identification system through keyboard typing pattern analysis (keystroke dynamics) for user authentication in digital educational environments.
Education Analytics platform
2015Universidad de la Sabana
Comprehensive educational analytics platform developed with a Human Centred Design approach, integrating performance, behaviour and engagement metrics for students, teachers and university management.
Human behaviour models with Big Data
2014Universidad de la Sabana
Applied research in the development of behavioural models using large volumes of data, applied to organisational diversity management and business internationalisation.
Long Tail SEO Marketing System
2013Woobsing S.A.S.
Digital marketing system winner of the National Innovation Award Innova 2013 (Innpulsa Colombia). Uses long tail techniques for search engine optimisation with demonstrable impact on client KPIs, accompanied by an adoption and continuous training programme.
Neuromarketing analysis tool
2012Emoxional S.A.S.
Neuroscience platform applied to business for market analysis, work environment and human behaviour. Integrates emotional and biometric measurement to support strategic decisions in companies across multiple sectors.
Real estate valuation system
2009Red I5 S.A.S.
Data analysis tool for evaluating prices and demand in the Colombian real estate market. Adopted by a network of real estate agents organised in work teams to promote its use in the market.
Information system — electric vehicle
2008Eco-Citi S.A.
Information system for comprehensive tracking and analysis of the design and implementation of the ultra-light vehicle, including production line optimisation and vehicle performance analysis.
Ultra-light electric vehicle design
2007Eco-Citi S.A.
Direction of the design and implementation project of an ultra-light urban electric vehicle, from concept to production, with multidisciplinary team management and technical performance analysis.
Telemedicine system — Republic of Sudan
2004AMD Telemedicine
Implementation of a complete telemedicine system in four regional cities and the capital Khartoum. I coordinated with international health organisations, local authorities and system integrators, travelling to each site to oversee project start-up.
International telemedicine deployments
2002AMD Telemedicine
Management of multiple telemedicine projects across several countries, connecting rural and urban health systems with advanced remote diagnostic technology. Development of relationships with health organisations and government authorities.
Telemedicine evaluation model
1999Universidad de los Andes
Research on optimisation of technical and medical resources for the provision of health services in hard-to-reach communities through telemedicine.
Statistical analysis of aortic blood pressure (PhD)
2003UNSW — Sydney
Doctoral research on statistical analysis of central aortic pressure parameters derived from the peripheral pulse. Application of principal component analysis and stepwise multiple regression to quantify cardiovascular risks.
Hollow fibre bioreactor prototype
1997UNSW — Sydney
Development of a hollow fibre bioreactor system prototype for tissue engineering applications, as a Master's project in Biomedical Engineering. First system of this type developed in the laboratory.
Control systems in manufacturing plants
1995Diseño Informático Ltda.
Consulting and implementation of automation and control systems in industrial plants for multiple leading Colombian manufacturing and government companies, as a value-added reseller of Auto ID and automation systems.
Introduction of National Instruments to Colombia
1993Diseño Informático Ltda.
Leadership in introducing and expanding National Instruments in Colombia, establishing sales and technical support teams. We built a client network from the most prestigious universities to government institutions and the country's leading manufacturing companies.
Process control educational software
1993Universidad de los Andes
Development of educational software for teaching industrial process control systems, as a thesis project for the Graduate Studies in Industrial Process Automation. First in class.
Holter equipment development
1991Universidad de los Andes
Design and implementation of a Holter device for continuous ambulatory cardiac monitoring, as a degree thesis in Electrical and Electronic Engineering. Includes hardware and software for signal recording and analysis.
20 projects in total