Gi Won Bae

Analytics professional with 3+ years of experience turning complex business and operational data into practical insights, models, and decision-support tools. Experienced across commercial strategy, market, location analytics, and renewable energy forecasting, with strong skills in Python, SQL, Excel, regression modelling, time-series analysis, data cleaning, and stakeholder reporting. Skilled in cleaning, validating, and transforming complex datasets, building models, and clearly explaining and visualizing technical results to non-technical teams.

Co-living Location Analyst - Woozoo Property Management Co., Ltd. - Seoul, South Korea

(2025-11 - 2026-05)

• Delivered location and rent analysis used in investor materials and internal planning, supporting a ~KRW 300B fundraising and site expansion plan.
• Built a web-based location analytics tool that converted address inputs into site suitability scores and estimated rent ranges, helping teams assess potential sites more quickly and consistently.
• Developed pricing and scoring logic using lease transaction data, internal demand indicators, and external location datasets.
• Created regression and comparable-site benchmarking models to estimate achievable rent and compare potential investment sites.
• Translated model outputs into clear definitions, explanations, and user-facing reports for product, engineering, and operations teams.

Junior Deep Learning Data Analyst - ATTTIC Inc. - Seoul, South Korea

(2022-06 - 2023-07)

• Built time-series forecasting models for solar power generation to support renewable energy operations in Jeju Island.
• Built end-to-end ETL pipelines to collect, clean, and process large-scale meteorological time-series data for forecasting model development.
• Trained and evaluated models in Python using scikit-learn and TensorFlow, comparing regression and statistical modelling approaches.
• Analysed forecasting results using Python and presented findings to stakeholders to support model evaluation and operational decision-making.

Deep Learning R&D Researcher - Kounosoft Co., Ltd. - Seoul, South Korea

(2020-07 - 2020-11)

• Built and tested deep learning prototypes in Python using PyTorch for R&D experiments.
• Prepared and analysed datasets using Pandas and scikit-learn to support model development and technical feasibility testing.

Management Consultant - Latitude Inc. - Seoul, South Korea

(2017-03 - 2019-03)

• Conducted market research, competitor analysis, partner sourcing, and localisation planning to support New Zealand food and beverage brands entering the South Korean market.
• Managed communication between NZ clients and Korean partners, preparing English-language reports, documentation, and operational recommendations.

MBA in AI/Big Data - Artificial Intelligence and Big Data - Swiss Institute of Artificial Intelligence (SIAI) (2021-08 - 2025-09)

Bachelor of Business Administration - Management & Global Entrepreneurship - Handong Global University (2009-03 - 2016-02)