01 / Interactive story map
Where could
Philadelphia build
affordable housing?
Housing · GIS · JavaScript
Finding opportunities for affordable housing
An interactive exploration of Philadelphia's housing
markets, subsidized housing, and vacant land, moving
from citywide patterns to a neighborhood and parcel.
Explore the story map ↗
02 / Master's thesis · Ongoing
Housing.
Migration.
Dignity.
Dubai & Doha · Housing · Oral history
Nepali migrant workers and the city
Research on housing conditions, spatial inequality,
and the lived experiences of Nepali migrant workers
in Dubai and Doha.
Read the research overview
This ongoing thesis examines accommodation conditions,
where worker housing is located, and how those
environments shape everyday life and dignity.
The planned approach combines oral histories with
returnee workers, institutional perspectives, and
literature and policy analysis.
03 / Quantitative analysis
Reading the
housing market.
Statistical modeling · Spatial analysis
Analyzing Philadelphia home sale prices
A modeling project exploring relationships between
property characteristics, location, and home sale
prices in Philadelphia.
Read the project overview
The work brings together data cleaning, feature
engineering, spatial analysis, and linear modeling
to examine patterns in residential property prices.
04 / Urban forecasting
A changing city.
Future needs.
Population · Employment · Housing demand
Exploring Philadelphia's future housing needs
An examination of population and employment trends
and their implications for housing demand.
Read the project overview
This work uses cohort-survival and trend methods,
alongside shift-share and location quotient analysis,
to explore demographic and economic change.