Generative AI Literature Search Model
Contributed to the development of a generative-AI-based literature search system that significantly reduced the manual literature review workload for medical affairs teams, focusing on model training, fine-tuning, and performance optimization.
Nationwide Predictive Modelling for Disease Forecasting
Built a predictive model using data from 30,000+ Chinese hospitals; applied statistical imputation to handle missing data and trained the model to estimate pediatric enuresis patient volume based on key hospital indicators. The model’s accuracy was validated by the consulting department and used to support sales strategy planning.
Compliance Screening Model for Internal Review
Developed a keyword-based automated screening tool to flag potentially non-compliant content in internal manager comments, improving internal compliance and risk-control efficiency.
Intern
Bayer (China) Co., Ltd.
06.2024 - 08.2024
Department of Data Science and Customer Insights
Drug market assessment and market entry strategy analysis Analyzed the competitive landscape of GLP-1 receptor agonists in both global and Chinese markets.
Forecasted China’s market potential to 2030 across different sub-indications, compared different market entry modes from multiple perspectives, and contributed to market entry strategy recommendations.
Future development and portfolio strategy for oncology pipeline products Reviewed lung cancer treatment guidelines, treatment regimens, and current market conditions.
Extracted nearly ten years of sales data for major targeted therapies in China and used trend analysis to project future market size.
Helped propose development strategies and portfolio layout suggestions for the Chinese non-small-cell lung cancer (NSCLC) targeted therapy market over the next three years.
Analysis of AI application potential in healthcare Participated in a major digital health and innovation summit.
Analyzed multiple use cases of AI in the medical field and helped the team deepen its understanding of the application potential of AI technologies in healthcare.
Intern
Denodo (Beijing) Software Co., Ltd.
05.2024 - 06.2024
Took part in both marketing and technical work, including identifying potential clients and contributing to marketing campaign planning.
Learned about data integration and data virtualization technologies.
Translated technical introductory manuals and product user guides.
Assisted the team in compiling and editing content for the new Chinese official website.