Decarbonization in New York City’s Public Housing
How New York City is working to cut carbon emissions across its public housing system, and what decarbonizing aging residential buildings involves.
Final Project Past Examples
Explore final projects and reports from past semesters in CP255 and CP101 for inspiration and examples of different project types.
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Climate, Housing, and Resource Opportunity
Where climate risk, housing availability, and access to resources overlap, and which communities sit at that intersection.
Who Bears the Burden? Bay Area Commutes & Equity
A study of how commute flows and transit access differ between Equity Priority Communities and other Bay Area neighborhoods, using LODES8 origin-destination data, ACS statistics, and transit routing analysis.
Closing the Gap: A Data-Driven Priority Index for Safe Routes to School in Equity Priority Communities
A priority index for missing sidewalk connections on routes to school in Oakland and Alameda County, built from Tile2Net satellite imagery, AC Transit data, and census demographics.
Bay Area Transit Equity
Whether peripheral BART and Caltrain stations are systematically worse served than central ones, measured by walkable amenity access across 79 stations using FY2025 ridership, OpenStreetMap, and 2024 census estimates.
Unequal Urban Nature in NYC
Where street-tree quality is unevenly distributed across New York City census tracts, combining the street-tree inventory, land cover, building morphology, and ACS socioeconomic indicators to flag priority tracts.
Last Mile for the Last Mile: Effects of the Built Environment on Bikeshare and Implications for Equity
How the built environment shapes bikeshare use, drawing on nearly a million BayWheels trips from Berkeley and Oakland stations between 2020 and 2025.
Bay Area Work From Home Trends by Industries, 2019 and 2023
A comparison of remote-work adoption across Bay Area industry sectors before and after the pandemic, using 2019 and 2023 as bookends.
SB79 in the San Francisco Bay Area
What Senate Bill 79 means for communities across the San Francisco Bay Area.
Spacing San Francisco
A project on San Francisco.
Flood Risk Vulnerability in San Francisco
An interactive dashboard analyzing how infrastructure, environment, and socioeconomic factors shape flood risk and community vulnerability across San Francisco.
What’s my PARK-XIMITY?
A spatial analysis project measuring overall park accessibility in the greater city of San Francisco using park quality, location, and low-stress travel routes.
AC Transit Service Variations
A data and spatial analysis project examining transit reliability and service equity across Oakland by linking AC Transit performance with neighborhood demographics.
Short-term Rentals & Noise Complaints
A spatial and statistical analysis project exploring how Airbnb short-term rental regulations relate to changes in residential noise complaints in New York City.
Transit Access Equity in Alameda County
A regional transit accessibility analysis examining how time of day affects job access by public transit in Alameda County, with a focus on equity priority communities.
Great Highway Closure Changes in Traffic & Pedestrian Safety
How the Great Highway closure in San Francisco changed traffic patterns, mobility, and pedestrian safety in the surrounding neighborhoods.
Berkeley Transit Equity & Ridership Collapse
A transit equity analysis examining how ridership and transit access patterns changed across BART stations in the city of Berkeley over time.
Uneven Shade of Alameda
An equity analysis of tree canopy coverage across Alameda County school districts, examining how environmental benefits vary with district socioeconomic conditions.
Patterns of Transit Accessibility in Berkeley
How transit accessibility in Berkeley shifts by neighborhood and time of day, with attention to mobility needs and car ownership.
Implementation of Antioch BART Station
What the Antioch BART station could do to nearby housing costs, weighing better transit access against displacement and affordability pressures.
Mapping Access
How the size and spread of neighborhood amenities track with socioeconomic and racial demographics across San Francisco census tracts.
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