An industry research project with Urban Redevelopment Authority (URA) as sponsor client for the SMU module, IS485 IS Project Experience (Research) to create a walkability index calculation model to identify walkability gaps for elderly and age-friendly long term planning. Project served as a capstone project of the degree programme.
Tools: ArcGIS Pro, Python Programming
A team project for the SMU module, IS457 Fairness in Socio-technical Systems to audit the algorithm behind Google Discover and understand whether or not Google Discover is proliferating content based on users' interests and hence enforcing confirmation bias which results in echo-chamber effect.
Tools: Google Discover, Google Takeout, Python Programming, Microsoft Excel, Google Spreadsheet, Google Drive, YouTube
A team project for the SMU module, SMT202 Analytics Applications for Smart Living in collaboration with Health Promotion Board to understand how social environment in university affects students’ attitude, behaviour, and perception of vaping.
Tools: Python Programming, Data Analytics, Machine Learning
A team project for the SMU module, IS455 Overseas Project Experience: Data Analytics in Asia to enhance the sales operations of a beverage and products company in Thailand using data analytics.
Tools: Python Programming, Data Analytics, Machine Learning, Openrouteservice
A team game project for the SMU module, POSC101 Introduction to Public Policy to address land uses and policy tools and also showcased to Urban Redevelopment Authority (URA).
Tools: Public Policy
A group project for the SMU module, SMT201 Geographic Information Systems for Urban Planning in which a GIS-Enabled Urban Planning Support System is built on QGIS to analyse a new capital area for Indonesia using open government data and other open-source data sets.
Tools: QGIS
A group project for the SMU module, IS211 Interaction Design and Prototyping in which an iPhone prototype is designed to address the migration problems that foreigners faced upon arrival in Singapore.
Tools: Figma, Videoleap
A geospatial analysis program that supports users’ search for finding the nearest healthcare facilities within their vicinity (achieved through clustering) and different transportation routes to their desired healthcare facility.
Tools: SAS Viya, SAS Programming, SAS SQL, SAS Macro Language, HTML, CSS, Javascript, OneMap, SAS Procedures
An existing dispensing software redesigned to meet demanding usability needs for pharmaceutical science students to use in classroom learning. Students utilise the software to improve necessary skills and knowledge in areas of hospitals, polyclinics, and retail pharmacies.
Tools: C#, .NET, HTML, SQL, Transact-SQL (T-SQL), CSS, Javascript