Since September 2024, I have been working as a Data Scientist within the Director of APAC Healthcare Regional
Insights & Analytics at Merck Healthcare, based in Singapore. In this role, I focus on driving and leading innovative AI projects
to enhance strategic decision-making and unlock actionable insights across pharmaceutical markets in the Asia-Pacific region.
Collaborated with the APAC Insights & Analytics Director to lead AI-driven transformation initiatives within the regional hub
Built a RAG-based market intelligence application to extract insights from unstructured data (Python, Streamlit, OpenAI, Qdrant)
Designed and deployed a LLM-powered insights based on contries key market performances, aiming to increase market knowledge
Improved internal insights sharing by leveraging LLM-based translation and summarization of field team insights
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These projects were part of a broader initiative to embed AI tools into the regional analytics workflow.
The RAG-based app allowed the regional team to navigate and process complex market research reports with minimal manual
effort, freeing up time for higher-value analysis and strategic tasks.
The insights generation pipeline leveraged LLMs to create market-specific deliverables automatically,
improving report turnaround time and reducing repetitive manual work for analysts.
Additionally, by optimizing translation and summarization pipelines, I improved internal content
clarity and alignment across multilingual teams, strengthening the connection between field insights and regional
strategy.