Predictive and Prescriptive Analytics with AI
Hi! I'm Mark, an AI & Data Science Manager and Software Developer based in the Philippines.
BS in Applied Mathematics
Ateneo de Manila University
Summa Cum Laude · Program Award
3.92/4.00
Master in Data Science
Ateneo de Manila University
4.00/4.00
Minor in Enterprise Systems
Ateneo de Manila University
Completed
Research and industry leadership in statistical modeling, machine learning, and commercial data infrastructure.
Promoted from Data Scientist to AI & Data Science Manager in August 2026 to lead the North America division's commercial and logistics data infrastructure. Architected machine learning demand-forecasting models, automated end-to-end data pipelines, and built internal full-stack applications (Databricks, Streamlit) to optimize inventory planning and streamline operational decision-making.
Conducted macroeconomic nowcasting on GDP using Dynamic Factor Models (DFM) in the Mathematical Informatics Lab, evaluating the impacts of applying advanced regularization techniques (including L1 and L2 regularization) on model accuracy and stability.
Selected open-source applications, machine learning tools, and systems software.
An interactive web application for real-time 3D hand pose estimation and gesture tracking. Runs client-side neural network models directly in the browser with hardware acceleration for high-throughput, low-latency inference.
A custom programming language and interpreter engineered from scratch in modern C++. Features an end-to-end compilation pipeline including lexical tokenization, recursive-descent parsing, AST construction, and an evaluation runtime.