• Independently built a Django-based website to display client’s portfolio financial risk analysis report relative to multiple benchmarks, leveraging SQL and Python for ETL processes from Snowflake, MongoDB, and AWS S3, and utilized JavaScript libraries (Plotly, ApexCharts, Grid.js) and Tableau for dynamic data visualization• Engineered a system for daily extraction of news articles related to a PE client’s portfolio, leveraging an XGBoost model for relevance filtering, categorization, and industry classification prediction for unclassified companies• Developed automated ETL processes across disparate PE data sources to track 100+ PE funds’ near-term liquidity• Constructed a robust ETL pipeline to identify and extract new portfolio companies, standardized company identifiers across multiple data sources, and streamlined data extraction workflows from diverse databases• Developed a sentiment analysis pipeline for over 1,000 companies, integrating alternative data sourced from Google Trends and Alexa Rank APIs, and employed ARIMA and ADTK models to generate trendlines and detect anomalies

• Developed an automated system to extract and process data from selected fund managers using SEC 13F forms• Created an interactive web app that creates investment reports based on the multiple variables affecting their alphas• Aggregated 50+ financial data features using 5+ public APIs to calculate the risk and correlation of the managers

• Organized data generated by manufacturing equipment, location, materials and human resources in the Makerspace• Formulated and developed an enterprise resource planning program with Python OpenERP and Excel VBA

• Led & assisted papers about HCI, Technology management, Social sustainability, and Artificial Intelligence• Gathered & analyzed 1,000 samples of civic crowdfunding data using Classification, Clustering and Regression• Used Machine Learning algorithms such as Logistic regression, Decision Tree, KNN, Naïve Bayes, and K-Means

• Full-time employee in LG Electronics, Korea Sales and Marketing Head Office, B2B Commercial corporate team• Formulated strategies to develop new products and services with emerging Korean startup companies

• Executed overall business operations, investor relations, market research and organization management• Raised Venture Capital investments of 86,000 USD from Digital Entertainment Ventures NY and DEV Korea• Selected as one of the top 200 companies to receive a 10,000 USD funding by the Seoul Metropolitan Government

• Collected and analyzed data related to international cyber threats, information security and national defense• Discharged from Korean army upon completing military service in Republic of Korea Cyber Command