National University of Singapore required a content partner to develop the pedagogy, case studies, and practice datasets for the NUS-ACCA Certificate in Data Analytics — a certified programme designed for adult corporate professionals. The curriculum needed to cover advanced data analytics techniques and machine learning concepts in a way that was both technically rigorous and accessible to finance and accounting professionals without deep programming backgrounds.

The challenge was not simply producing training materials — it was developing end-to-end learning experiences, including annotated datasets and step-by-step solution guides, that faculty could reliably teach and participants could independently follow.