Yi-Chieh Kuo Email & Phone Number

Los Angeles, California, United States

• Performed time series analysis to assess market responses to company financial announcements, using K-means clustering to categorize reaction patterns based on key predictive features. • Collaborated with data engineering and research teams to developed scalable ETL pipelines, improving efficiency for time-sensitive financial modeling• Analyzed 1M+ data points using SQL/SparkSQL, applying Z-score standardization, regression, and related statistical analysis for feature engineering, and DBSCAN clustering for anomaly detection and data cleansing• Deployed Fama-MacBeth regression to assess the temporal consistency of features impacting long/short-term returns, utilizing cross-sectional analysis to identify consistently predictive factors and exclude volatile features

Taipei, Taipei City, Taiwan

• Coordinated with product and manufacturing teams across companies on supply chain analysis, projecting a 15% annual cost reduction and leveraging foldable phone market insights to identify high-potential companies• Engineered Random Forest and SVM models to predict 6-month trends for S&P 500 with an accuracy of 86.7%, enhancing team's ability to precisely estimate future macroeconomic conditions and investment climates• Developed three tailored investment strategies by assessing financial data in foldable tech industry, predicting a 51% stock surge for a specific company. Conveyed insights through a dashboard to five leadership members

New Taipei City, New Taipei City, Taiwan

• Delivered performance reports for cross-departmental teams and global senior leadership, delivering strategic insights to optimize resource allocation, refine production strategies, and enhance pricing models• Leveraged Python (numpy and pandas) to assess component price reductions; presented insights via Tableau dashboard to management teams, highlighting qualitative and quantitative drivers of pricing efficiency• Facilitated clients’ product launch by overseeing communication with 120+ suppliers regarding component production status and inventory management, ensuring supply chain stability and consistent component availability

Master'S Degree, Business Analytics

Bachelor Of Business Administration - Bba, Business Administration, 3.84/4