Koichi Ito
PhD Student in Urban Analytics at the National University of Singapore
National University of Singapore
Biography
Koichi Ito is a PhD student at the National University of Singapore and has work experience as a consultant at the World Bank Group by leveraging programming skills, interested in researching human mobility with emerging spatial data sources, such as street-view imagery, and machine/deep learning techniques.
Download my resumé.
Interests
- Urban analytics
- Spatial analysis
- Human mobility
Education
-
PhD, 2022-
National University of Singapore
-
Master of Urban Planning, 2019-2021
National University of Singapore
-
BA in Liberal Arts, 2015-2019
Soka University of America
Skills
GIS
100%
R
100%
Python
90%
Statistics
80%
SQL
70%
Azure & AWS
50%
Experience
- Examined the impacts of conflicts on socio-economic indicators in the Central African Republic
- Built Shiny dashboard apps to facilitate analysis of project target indicators in Mozambique, Tanzania, and Romania
- Designed a training on GIS and R for government officials in Tanzania
Research Assistant
Data Analytics Intern
- Built a data pipeline of PM2.5 data, weather data, and traffic data in Singapore on Azure Synapse with a real-time dashboard on Power BI
- Programed a real-time time-series model with LightGBM in Python on Azure Synapse
Urban Development Research Intern
- Collected and wrangled a comprehensive data set of more than 4,000 Tokyo-based startups’ numerous information, such as addresses, investors, and accelerators in Python (The report is available here.)
- Visualized financial performance of light rail transport system in Toyama prefecture between 2002 and 2019 (The report is available here.)
Featured Publications
Recent Publications
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(2021).
Assessing bikeability with street view imagery and computer vision.
Transportation Research Part C: Emerging Technologies (132).
(2021).
Street view imagery in urban analytics and GIS: A review.
Landscape and Urban Planning (215).
Contact
(I prefer email or twitter DM)
- koichi19960406@gmail.com
- SDE4, College of Design and Engineering, 8 Architecture Dr, Singapore, 117356
- Book an appointment
- DM Me