Supply Chain Digitization
From SCM fundamentals and platform economics to Industry 4.0 infrastructure. Covers the analytics hierarchy, demand forecasting, network optimization, and digital supply chain architecture.
Online Courses
Structured notes from online certifications and self-paced courses. For the full list of completed certifications, see the Education & Certifications page.
Shipping Projects
Two Python/Streamlit maritime tools: a CII fleet compliance dashboard (IMO MARPOL Annex VI, A–E ratings, EU ETS) and a physics-based ship engine digital twin (two-zone combustion, NOx tiers, six-fuel benchmarking).