#DataForGood Projects

This page lists the various voluntary data projects that I’ve led or contributed to with DataKind Singapore in reverse chronological order.

Picture Credits: Pixabay

Volunteer for WaterPoint Data Exchange (2019)

I assisted to create an Image Classification Model to identify WaterPoint images.


  • Multi-class Image Classification
  • Transfer Learning
  • Tools used: Python, fastai


Data Ambassador for Projects

  • Community Justice Centre & Law Society Pro Bono Services (2018)
  • Singapore Children’s Society (2017)

I co-led the above projects as a Data Ambassador, collaborating with non-profit representatives to discover business needs and translate them into data requirements, and worked with volunteer teams to deliver data insights and proof-of concepts in a weekend DataDive.

Volunteer for Earth Hour (2015)

I contributed to campaign data extraction automation scripting and analyzing campaign data.


  • Worked on automating of data extraction from API
  • Worked on data analysis and visualization of Campaign Data
  • Tools used: Python, R