I am a B.S. candidate in AI, Big Data & Management at Kookmin University, with a strong interest in Data Mining, Machine Learning, Statistical Learning, Time Series Analysis, Industrial Analytics, and Text Mining. Through academic research and industry projects, I have gained experience analyzing complex real-world data across manufacturing, logistics, and policy domains — with a focus on developing data-driven solutions for industrial and business analytics problems.
| Period | Institution | Details |
|---|---|---|
| Mar 2022 – Present | Kookmin University · Seoul | AI, Big Data & Management (Major) · Data Science Convergence (Secondary Major) |
| Mar 2019 – Feb 2022 | Daejeon Foreign Language High School · Daejeon | Major in Japanese |
| Activity | Period |
|---|---|
| WAVERS Student Ambassador, College of Business Administration | Nov 2025 – Present |
| Director of Planning, Student Council | Mar 2022 – Dec 2023 |
| D&A Data Analytics Society — Basic Session | Jun 2023 |
| D&A Data Analytics Society — ML Session | Nov 2023 |
| Organization | Role | Period | Location | Key Work |
|---|---|---|---|---|
| BITAmin | President & Executive Member | Jan 2024 – Feb 2025 | Seoul | Led Time Series, Recommendation System, Computer Vision, and NLP projects; managed club operations across multiple AI domains |
| J-System Co., Ltd. | Intern, System IT Team | Aug 2024 – Dec 2024 | Anyang | PdM & quality optimization with real-time IoT sensor data; PostgreSQL; FFT-based denoising & real-time anomaly detection |
| GPANS SmartLo Co., Ltd. | Intern, Data Insight Team | Feb 2024 – Apr 2024 | Seoul | Geofencing-based logistics analysis; vehicle distribution & traffic flow patterns; MongoDB & PostgreSQL; QA for Expresso app |
| Gallup Korea | Intern | Jan 2023 – Feb 2023 | Seoul | Survey data preprocessing & aggregation for Statistical Analysis |
| UDMTEK Co., Ltd. | Intern | Jun 2022 – Aug 2022 | Suwon | Secondary battery manufacturing data; AI equipment diagnostics proposal (K-water project) |
| # | Title | Status | Repo |
|---|---|---|---|
| [1] | Bae, S., Lee, J. The Impact of Non-Tariff Barriers on Korea's Automobile Exports: Focusing on China's THAAD Retaliation and the U.S. Inflation Reduction Act | Manuscript in preparation | NonTariffBarriers_paper |
| [2] | Bae, J., Choi, S., & Bae, S. (2025). An Efficient Method for Imputing Missing Values in Incomplete Process Data from High-Cost Data Acquisition Environments. JKSISE, 48(4), 129–141. | KCI (2025) | MissingDataImputation_paper |
🔗 GitHub links are attached only where a repository exists.
| Project | Type · Period | Keywords | Highlights | Repo |
|---|---|---|---|---|
| AI-Based Personalized Credit Card Recommendation | Course · Generative AI and Business Mar 2026 – Jun 2026 |
LLM, RAG, Recommendation System | Multi-agent LLM pipeline with RAG; transaction-based card recommendations; deterministic Python validation for reliability | Link |
| Marriage Information Management Database | Course · Introduction to Databases Mar 2026 – Jun 2026 |
ERD, SQL, Relational Database | Conceptual & logical schema design; Microsoft Access implementation; customer, consultation & matching workflows | Link |
| AI-Generated vs. Human-Written Korean Texts | Course · Latest Big Data Technologies Mar 2026 – Apr 2026 |
NLP, FastText, KoNLPy, UMAP | 100K-sentence balanced corpus across 5 domains; morphological & embedding analysis; UMAP/t-SNE semantic visualization | Link |
| Non-Tariff Barriers & Auto Exports | Course · Trade and Big Data Sep 2025 – Dec 2025 |
ITSA, Non-Tariff Barriers | THAAD & IRA impact on auto exports; Extended ITSA with macro controls (KOSPI, base rate, oil, FX) | Link |
| Missing Data Imputation | Industry · CSM Co., Ltd. Jul 2025 – Dec 2025 |
MICE, MissForest, 1D-CNN | Cement process data imputation; MissForest most stable under nonlinearity; NRMSE & PFC evaluation | Link |
| Drug Safety Assessment (Pregnancy) | Course · Deep Learning Apr 2025 – Jun 2025 |
CNN, OCR, BioBERT | Medicine image + OCR; BioBERT integration; ChatGPT decision-support with prompt engineering | — |
| Beer Brand Review Analysis | Course · Text Data Analysis Apr 2025 – Jun 2025 |
NLP, KoSBERT, KoNLPy | Blog review preprocessing; KoSBERT-based semantic filtering; sentiment & classification for brand insights | Link |
| Electric Vehicle Price Prediction | BITAmin Jan 2025 – Feb 2025 |
XGBoost, Random Forest | EV price prediction; VIF feature selection; ensemble learning | — |
| Retail Demand Forecasting | BITAmin Sep 2024 – Dec 2024 |
Prophet, LSTM | DLC sales forecasting; seasonality & trend modeling | Link |
| IoT Equipment Anomaly Detection | J-System Co., Ltd. Aug 2024 – Dec 2024 |
PostgreSQL, PdM, FFT, Six Sigma | FFT signal processing; real-time anomaly detection with Six Sigma thresholds | Link |
| Tourism Recommendation System | BITAmin Jun 2024 – Aug 2024 |
BERT, Word2Vec, TF-IDF, Streamlit | Review keyword extraction; sentiment analysis; personalized recommendation web app | Link |
| Voice Guidance for Visually Impaired | BITAmin Mar 2024 – May 2024 |
YOLOv8, MediaPipe, TTS | Real-time object detection & voice guidance; IoU tracking & face direction estimation | Link |
| Clothing Recommendation (TPO) | BITAmin Jan 2024 – Feb 2024 |
SegFormer, Semantic Segmentation, Cosine Similarity | Transformer segmentation; style-similarity outfit recommendation via Streamlit | Link |
| Survey Response Prediction | Course · Machine Learning Dec 2023 |
Random Forest, LightGBM, XGBoost, CatBoost | Panel response classification; feature engineering & ensemble modeling | Link |
| COVID-19 · Simpson's Paradox | High School Apr 2021 – Jul 2021 |
Statistical Analysis | Korea–Japan COVID comparison; Simpson's Paradox with testing rates | — |
| Category | Tools |
|---|---|
| Programming |  Advanced ·  Intermediate ·  Basic ·  Basic |
| ML / DL |      |
| Data & Tools |       |
| Languages | 🇰🇷 Korean (Native) · 🇺🇸 English (Professional) · 🇯🇵 Japanese (Intermediate) |
