▪ Perform ETL on internal and 3rd party customer data (1M+) from Snowflake and DataBricks▪ Conducted predictive analytics based on 10 million+ customer data over 10 years▪ Leveraged dimension reduction techniques such as PCA, FAMD to simplify the existing model without losing much interpretability.▪ Created customer segments reports based on cluster analysis and feature importance from machine learning models utilizing user friendly data visualization techniques▪ Initiated… Show more ▪ Perform ETL on internal and 3rd party customer data (1M+) from Snowflake and DataBricks▪ Conducted predictive analytics based on 10 million+ customer data over 10 years▪ Leveraged dimension reduction techniques such as PCA, FAMD to simplify the existing model without losing much interpretability.▪ Created customer segments reports based on cluster analysis and feature importance from machine learning models utilizing user friendly data visualization techniques▪ Initiated Exploratory analysis pipeline and created interactive dashboard within Tableau, simplified and cut down the processing time of the previous data visualization in python. Show less

• Established data analytics work streams integrating descriptive and prescriptive analytics approach, building market demand analysis templates, and presenting actionable insights for New Product Development Department;• Collected and analyzed 1000+ competitive products and user portrait through Crisp-DM analytic model utilizing Python providing business insight for 20+ new product development, one of which win 30% of market share;• Collaborated across visual design and social content… Show more • Established data analytics work streams integrating descriptive and prescriptive analytics approach, building market demand analysis templates, and presenting actionable insights for New Product Development Department;• Collected and analyzed 1000+ competitive products and user portrait through Crisp-DM analytic model utilizing Python providing business insight for 20+ new product development, one of which win 30% of market share;• Collaborated across visual design and social content creation departments on new business initiatives and provided value with competitive insights, resulting in new business wins. Show less

• Analyze and cross-reference two datasets containing over 90,000 records, integrating hospital database information with post-acquisition performance metrics to support research in private equity acquisitions.• Transform raw datasets into analysis-ready formats, ensuring high-quality inputs for subsequent statistical evaluation.• Produced charts, graphs, and tables that supported publication standards.