2002: Formal education in Computing begins with C++ and databases in Victoria Junior College
2006: Admitted to Special Program in Computing in National University of Singapore
2009: Admitted to 1 year Silicon Valley program internship at Skyfire, acquired by Opera Browser
2011: Started full-time work in global management consulting companies
2015: Started full-time work in public sector technology companies
2017: Completed part-time Data Science Immersive Certificate in General Assembly
2023: Began part-time Master of Science in Analytics, Georgia Institute of Technology, USA