CV
Curriculum vitae.
Contact Information
| Name | Jungsoo Kim |
| mephisto0525@snu.ac.kr |
Education
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2022 - 2024 Seoul, Korea
Master
Seoul National University, Graduate School of Data Science
Data Science
- GPA: 4.22/4.5
- Courses: Convex Optimization, High Performance Computing, Big Data and Knowledge Management System, Causal Inference
- Teaching Assistant: Causal Inference, Machine Learning and Deep Learning II, Basic Statistics & Mathematics Bootcamp
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2017 - 2022 Seoul, Korea
B.P.A. / B.B.
Yonsei University, Underwood International College
Science, Technology and Policy; Quantitative Risk Management
- GPA: 4.15/4.5
- Courses: Mathematical Statistics, Regression Analysis, Econometrics, Survival Data Analysis, Time Series Analysis, IT and Socio-Economic Change, Principles of Financial Engineering
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2019 - 2020 Singapore
Exchange Student
National University of Singapore, Yale-NUS College
Mathematical and Computational Science
Publications
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2026 -
2025 Instrumental Variable Representation Learning under Confounded Covariates
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2025 Diagonal Argument: Anthology of 5th POSTECH SF Award-Winning Works
Chapter: Will of Stochastic Ghost. ISBN: 9791167375810.
Research and Industrial Experience
Leadership and Involvement
Honors and Awards
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2025 Authored a short story exploring conflicts surrounding generative-AI-based evidence.
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2024 Submitted a master’s project paper on instrumental variables.
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2024 Proposed a study on causal structure analysis for Korean population policy.
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2024 Identified medically underserved areas in Asan through geospatial analysis.
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2023 Built a dropout-prediction model using survival analysis.
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2020 Developed a traffic-accident risk model with XGBoost and interpreted drivers using SHAP.
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2020 Designed a traditional musical-instrument recommendation system.
Skills and Language
Programming and Data Systems: R, Python, C++, C, SQL, Neo4J, BigQuery, Kafka
Machine Learning and Causal Inference: Fine-tuning super-resolution models, training Stable Diffusion with PyTorch, geospatial data analysis with GeoPandas and QGIS, instrumental variable analysis, conformal prediction
Languages: Korean, English (TOEFL 100, OPIc AL)
Productivity: Microsoft Word, PowerPoint, Excel, Overleaf