Promoted on the Shop Tracking team, contributing to building a best-in-class order tracking experience

Shop Cash -> Shop Tracking

Shopify Collective -> Shop Minis

Department of Economics — Supervisor: Loren Brandt

• Built a topic modeling pipeline to cluster key topics using BERTopic model on 1000+ China economic policy documents and conducted topic matching with census data using natural language processing (NLP) methods

• Performed research on key topics using regression to identify correlations across geographical,

demographic, and temporal dataset

Department of Political Science — Supervisor: Lynette H. Ong

• Conducted sentiment analysis on personal diaries to analyze the impact of government policy under Covid lockdown, using Linear Discriminant Analysis.

• Performed logistic regression analysis using R to quantify impact of state repression methods on citizen response. Improved the model accuracy by adding geographical fixed effect and performing regularization.