Analytics · Information Systems · Data Science
MINOO LA
I am an analytics and information systems student developing a research profile in data science. My work is focused on predictive modeling, as well as text-based data analysis and representation learning for natural language data using (transfer) embeddings and semantic structures. My interests also extend to the interpretability and reliability of machine learning models in contexts related to explainable AI and autonomous systems.
Profile Snapshot
Education
Korea University Business School
Undergraduate, BBA
Concentration: IS · Analytics
Fields of Study
IS, DS, Business Analytics, Machine Learning, NLP
Current Work (May 2026)
Building a financial news text analytics project for stock price movement prediction and interpretation problem (web scraping, preprocessing evaluation)
Developing ML systems with web deployment:
- Embedding-based game similarity & recommendation with finder/retrieval, reranking, LLM explanations
- Research paper analysis using PDF parsing, claim support/refute, retrieval verification, classification-guided summarization | AllenAI scifact / ArXiv API
About
Academic Profile
Korea University Business School (KUBS)
Bachelor of Business Administration
Expected Graduation: February 2027 (Early Graduation)
Concentration: Information Systems & Analytics
Completed Tracks:
- Business Analytics (비즈니스애널리틱스)
- Artificial Intelligence for Business (AI와경영)
Relevant Coursework
Academic Experience
KUBS Official Undergraduate Tutor
Mar 2026 - Present
Tutoring Subjects:
- Business Statistics
- Management Information Systems
Awards & Honors
- Dean's Award
- Admission/Excellent/Top Scholarships, Korea University - 2023, 2024, 2025
Technical Skills
Programming: Python, R, SQL (MySQL, PostgreSQL), C++
Machine Learning & AI: scikit-learn, Hugging Face Transformers, LangChain, LangGraph, PyTorch · TensorFlow, OpenAI API
Data Analysis Tools: pandas, NumPy, matplotlib · seaborn · ggplot2, Excel, Tableau
Web & Misc: HTML/CSS, TypeScript, SeleniumBase, Streamlit, Git
Research Interests
Current Areas of Interest
Predictive ML
- Decision-aware Prediction
- Distribution Shift
- Representation Learning for Text and Structured Data
- Transfer / Meta Learning
NLP for IR
- NL Preprocessing
- Semantic Collapse & LLM Hallucination
- Explainability in Neural IR
X-Agentic Systems
- ML Monitoring
- Planning & Tool Use
- RA Agentic Systems
Showcase
Selected Projects
Selected Publications
Referees
Academic References
Prof. Byungwan Koh
Professor of Information Systems
Prof. Gunwoong Lee
Associate Professor of Information Systems
Prof. Angela Aerry Choi
Assistant Professor of Information Systems