Published several papers, including 'Evaluating the Relative Predictive Validity of Measures of Self-Referential Processing for Depressive Symptom Severity' (Frontiers in Psychiatry, 2025) and 'EcoVal: An Efficient Data Valuation Framework for Machine Learning' (KDD 2024).
Research Experience
Principal Investigator for the project 'Optimising Maritime Network Line Design using Reinforcement Learning' and co-leads initiatives such as the AI-led Smart Data Centre Management Application. Provides strategic AI leadership as the Lead AI Advisor for X0PA AI and Nexushomes. Guides teams of data scientists, PhD students, research assistants, and interns.
Background
Deputy Head and Senior Lecturer in the Department of Analytics and Operations at NUS Business School. Oversees departmental administration, teaching, and course coordination. Research interests include applying AI to solve real-world problems, particularly in operations, education, aviation, and mental health.
Miscellany
Chairs the Department Finance Committee and sits on the Department Teaching Committee. Advises student-led organizations such as the Business Analytics Consulting Team and the NUS Private Equity Society.