Bachelor Degree of Economics

Malaysia

-Economics
-Econometrics
-Microeconomics
Macroeconomics

Quantitative Analyst (Python Developer)

• Engineered end-to-end data ingestion and processing pipelines for high-frequency economic time-series data, enabling scalable nowcasting workloads.
• Designed and deployed production-grade ML/ETL pipelines using Python, XGBoost, and Scikit-learn, delivering real-time inflation forecasts across 21 global markets.
• Built internal data applications and monitoring tools using Streamlit, Django, and MLflow, improving pipeline observability and performance tracking.
• Developed and optimized SQL-based data infrastructure, including automated metadata updates, ingestion routines, and validation workflows.
• Implemented CI/CD pipelines using Git-based workflows, improving deployment automation, environment consistency, and release quality.
• Migrated event-driven automation tasks to AWS Lambda, reducing operational overhead and improving pipeline scalability.
• Deployed and orchestrated compute-intensive ETL and ML workloads on Amazon EC2, including scheduling, environment setup, and fault-tolerant execution.
• Integrated Amazon SES to automate alerting and output delivery for pipeline completion, failures, and scheduled jobs.

Research Analyst

• Managed and maintained large-scale international economic datasets, ensuring timely ingestion, data accuracy, and metadata consistency.
• Developed and maintained Python-based automation scripts for data quality checks, metadata change detection, and time-point identification.
• Built and executed web scraping and API data extraction workflows to collect high-frequency data from public and structured sources.
• Designed and contributed to ETL pipelines integrating scraping modules, SharePoint data storage, automated validation, and alerting mechanisms.
• Collaborated with stakeholders to resolve data-related inquiries, providing accurate insights and ensuring client satisfaction.
• Improved data reliability by implementing automated data validation, anomaly detection, and quality monitoring routines.

Market Planning Officer

• Executed marketing strategies to build brand awareness in Malaysia.
• Managed and analyzed social media growth using SEO and analytics.
• Directed content creation including promotional videos and design assets.
• Supported UI/UX and backend discussions for a golf booking mobile app.

AWS Developer - Associate