• Data Analytics & Digital Transformation • Digital collection and credit card data analysis

• Contributed to innovative projects in biometric applications, smart retail store and business intelligence from stakeholder interviews to PRD creation. • Achieved 3rd place in an innovative proposal competition at NEC Taiwan, demonstrating strong capabilities in business analysis and prototyping. • Assisted in enhancing the company's innovation process through conducting MRD for a new product.

• Responsible for 1111 job search platform (millions of users). • Define key metrics of product growth, and provide product strategy suggestions through data analysis. • Conduct product research, including competitor analysis, industry trend research and user feedback analysis.

• Assisted in product strategy and roadmap planning by analyzing AutoML & Data platform competitors, user feedback and internal interview.

▪ Assist in AI/ML Project Execution Executed AI/ML projects, including: business need interviews in the pre-sales stage, data quality assessment, making presentations, etc., and cooperated with project managers and data scientists to complete AI/ML projects. ▪ Data Analytics Assisted in business problem definition, data integration, exploratory data analysis, data visualization, applying AutoML tool to build models, and producing business insights. ▪ AI/ML Application Research Researched AI/ML applications and evaluate business opportunity in energy, finance, transportation, supply chain management , and retail industries. Produced AI application cases and enterprise digital transformation reports.