Spatial analysis projects

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๐Ÿšด Test Citi Bikeโ€™s reliability

As riders increasingly complained of finding Citi Bike docks empty or full of broken docks, I collected and analyzed the systemโ€™s real-time station data to show patterns of poor reliability โ€” especially in neighborhoods home to more Hispanic, Black, and lower-income residents.

๐Ÿš— Look for inequities in parking tickets

Search for patterns of inequities in where New Yorkers get parking tickets and put these data on the map to allow interactive exploration.

๐Ÿก Help a redevelopment agency choose where to build housing and where to restore flood-mitigating green space

As Baton Rouge faces greater flood risk, escalating housing costs, and unequal growth, this project helps the regionโ€™s urban redevelopment agency choose which of its properties to redevelop as affordable housing and which to convert to stormwater-absorbing green spaces.

๐Ÿ–ฅ Find where broadband access will close the digital divide and boost local economies

Locate areas where improving access to broadband internet can spur equitable growth, nationwide at a fine-grain scale.

๐Ÿ— Forecast sites for affordable housing

Forecast likely sites for affordable housing across New York City and probable number of affordable units on any parcel developed as affordable housing, based on the patterns of units built and preserved under the Housing New York plan.

๐Ÿ—“ Detect inequity in penalties for low-level infractions

Minor non-criminal citations (like tickets for loitering) can be elevated to arrest warrants if those cited canโ€™t pay off fines. This project found new data to test the true scale of those facing arrest for these minor violations, then identified the inequitable patterns in how warrants were assigned across income groups.

๐Ÿƒ Measure inequity in tree canopy change

Use high-resolution data to measure tree canopy change across New York City and use analysis tools to evaluate equity.

๐Ÿ”Ž Find and highlight unique neighborhood insights

Understand and explain what makes neighborhoods unique and how they are likely to change