Client Solutions & Transformations

2nd Rotation: Architecture Consulting Analyst at Client Solutions and Transformations, Singtel

1st Rotation: Data Engineer at ClayOPS, NCS

Interned in the Product Analyst team- Built various product related dashboards to gather insights with PMs (with a focus on SEA and SA)- Helped with the planning and execution of launching products for international students- Analysed Mixpanel funnels to see where customers fall from using various products- Built FX rate tracker that utilises FX rates to identify opportunities- Completed ad-hoc tasks for the regional team (APAC)

Interned in the Predictive Analytics Department- Built tree-based models used in classification- Worked on model explainability methods to understand which features were most important to various models, and whether these decisions made by models make sense- Worked on clustering customers using unsupervised models, such as K nearest neighbours, and Self Organising Maps (SOM)

Interned in the Postpaid Marketing Department- Used Tableau to make data-driven decisions- Built web-scrapper to automate processes