Singapore, Singapore
I bring 6 years of experience in data science and analytics, communicating insights and streamlining business processes. I enjoy applying mathematics and programming to unravel complex problems and build data-driven applications.
• Run price experiments end-to-end, across design, implementation, monitoring and analysis • Train machine learning models to predict customer behaviour under different scenarios
• Engage with cross-functional stakeholders to identify opportunities for analytics and AI solutions • Built a chat interface with React, Flask, and LLMs for querying data in natural language • Developed applications to compare contractor prices and identify changes in policy clauses
• Wrangled large administrative datasets using R for studies on housing and related social issues • Mapped and analysed geospatial data, reported trends, and identified spatial clusters • Managed digital transformation and data science projects with external consultants
• Analysed data using statistical techniques to support policy formulation, e.g. manpower planning • Trained discrete choice models with Python to predict the impact of policy proposals • Built and maintained a Tableau dashboard used by staff across the division • Created a data repository to streamline data extraction, receiving Division-Level Innovation Award • Conducted in-house training sessions to introduce Tableau and machine learning • Designed surveys to collect data on graduate employment outcomes
• Created a variant of binary decision diagrams to represent Boolean logic for clinical decision support • Designed an algorithm to generate the diagrams, and implemented the algorithm in C#