- Developed a Python-based web scraping tool for US Speedskating, enhancing data collection from speedskatingresults.com, leading to more efficient data analysis and strategy development.- Automated data cleaning and transformation, processing over thousands of Short Track and Long Track race records, reducing manual processing.- Conducted data analysis on 15 years of historical performance data, significantly enhancing data integrity and usability in Tableau for advanced visual analytics.- Presented findings and recommendations to stakeholders, demonstrating the value of web scraping in enriching data analysis.

- Managed data entry process and assisted in data analysis to drive business decisions for atrading company in the construction industry.- Contributed to overall strategic decisions through data collection and primary research to makerecommendations on daily operations.- Restructured internal database to improve data accessibility by complying with relevantdocuments, reports, and client data in a timely manner.