Academic Experience

Data Analysis Project: Bank Customer Churn Prediction with Machine Learning

Dec 2023

• Preprocessed a dataset exceeding 10,000 points in R with Chi-square tests and normalization for optimizing KNN performance.
• Implemented a KNN model (k=7), achieving 93.71% sensitivity and 92.35% accuracy in predicting potential customer churn.
• Used R’s “ggplot” to visualize transaction data, uncovering correlations with customer loyalty to enhance retention strategies.

Culture Writer: The Pitt News

Sep 2022 – Dec 2022

• Conducted 20+ interviews with artists, authors, managers, directors, etc.
• Published 7 news articles on topics of art, culture, music, etc.

Research Project: Hong Kong’s Defense in Asian Financial Crisis in 1998

Nov 2021

• Analyzed historical data, financial indices, and government reports on the Asian Financial Crisis.
• Presented the profitable speculative means on Hong Kong currency exchange rate with futures.
• Demonstrated the connected exchange rate system in HK and the defensive mechanism on its forex rate and the stock market.

Seminar: The Pittsburgh School of Philosophy

Mar 2021

• Analyzed the influence of German idealism and the impact of Georg Hegel to the founders of Pittsburgh School of Philosophy.
• Hosted a seminar in Fudan Philosophy Dpt. with high recognition from the author of Study at The Pittsburgh School.