• Developed system of multi-threaded web crawlers and parsers using Selenium, BeautifulSoup4, and pandas to retrieve defendant and offender information from publicly available criminal justice databases to create nationally integrated repository; collected 5.3 million individual records from 17 jurisdictions covering 12 different states• Led team of 3 undergraduates and implemented automation framework for scheduling crawlers, performing data validation, and documenting search algorithms and statistical reports to optimize extraction, transformation, and loading (ETL) by consolidating workflow across different user groups through centralized MariaDB server

• Led two weekly discussion sections to instruct ~50 undergraduate students enrolled in introductory Python programming course by fielding their questions and preparing supplemental lecture notes, additional problem-solving exercises, and different analogies to conceptualize course material• Proctored exams and assisted grading in-class exercises and assignments with constructive feedback to further clarify student’s understanding of course concepts

• Held weekly office hour for "SI 563: Game Theory"

• Compiled US midstream industry research report in relation to increasing oil and gas production and used trading comps of 13 MLPs to evaluate target company; identified opportunities and risks of MLP structure to provide stable long-term investment opportunity and potential client for SeAH’s main pipeline business

• Designed flyers for film and colloquium series using Adobe products; utilized bus advertisement spaces to promote contemporary popular Korean cinema and various topics of Korean studies, increasing event publicity to 7.4m bus ridership