Daegeun Kim


A Data Driven Designer
A Data Scientiest
A Computational Designer
A Geospatial Analytics

GeoEstateChat - M.S. CDP Thesis Proposal

GeoEstateChat is a research project exploring how LLMs use natural language to connect real estate decision-making with multi-scale geospatial analysis. It investigates how user intent can mediate between spatial data, analytical workflows, and real-estate reasoning.

Fullstack Development
LLM Automation
Geospatial Analysis
Real Estate
Urban Identity in Street Block Geometry

Through Exponential Regression and Logistic Regression, the project predicts how much we can find out about a city, only through the analysis of Street Block Geometry:

Geospatial Data Science
Exponential Regression
Logistic Regression
Manhattan Residential Clustering

The project uses K-Mean clustering for grouping Manhattan's residential buildings with different themes based on 11 different residential dataset.

K-Mean Clustering
Urban Analysis
Data Visualization
Mergeprep

A Python package that helps row-wise merging of messy tables reliably. It prepares tables for merging, finds matching columns, suggests merge keys, and explains why merges succeed or fail.

Python Package
Data Wrangling
Data Pipeline Tooling
Manhattan Transit Accessibility Mapping

Using Rhino Grasshopper and C#, the project calculates and maps the walking time from each building in Manhattan to its nearest subway station, based on shortest-path analysis of the pedestrian street network.

Parametric Modeling
Shortest-Path Calculation
Urban Data Visualization
Parametric Study of Hong Kong Cruciform Towers

Architectural design project that redefines Hong Kong's cruciform tower typology through in-depth parametric analysis of building codes, design grammar, and view corridors.

Parametric Analysis
Architectural Design
Digital Fabrication
Spiral Dwelling

Architectural design project reimagining Hong Kong's podium tower through generative iterations, exploring spiral geometries and walkability analysis.

Generative Design
Architectural Design
Digital Fabrication