Research: When Residents and Algorithms See Different Problems
- PII
- Jan 21
- 2 min read
Study by: Khahlil A, Louisy
An analysis of roughly 187,000 citizen reports and nearly 5,000 computer vision detections in Jamaica Plain, MA shows why cities need both perspectives and raises critical questions about who gets heard. Data from 311 available at data.boston.gov/. Computer vision data provided for research purposes from Cyvl.
In 2015, the city of Boston launched a redesigned 311 mobile app, making it easier for residents to report urban problems like potholes and broken streetlights. In Jamaica Plain, a nearly 4.5 square mile neighborhood in the city, uptake of the new mobile app was dramatic; based on an analysis of historical data, requests for service surged 234.5%, representing a radical transformation of how residents engaged with city services. This success story, however, raises an uncomfortable question: if civic participation now depends heavily on digital tools like smartphones and apps, are we hearing equally from all residents across neighborhoods?
To address that question, this article takes an innovative approach that sheds light on this equity challenge and discusses how cities can balance inputs for fair decision-making. An analysis of 14 years of Jamaica Plain's 187,408 311 resident reports was compared with a snapshot of 4,856 pavement defects (identified from Cyvl's computer vision system, which is a combination of LiDAR technology, high-resolution 360-degree cameras, and artificial intelligence), discovered something striking: only 7.9% overlap.
Rather than proving one system right and the other wrong, the result of this analysis reveals how different monitoring approaches capture fundamentally different dimensions of urban problems and why that matters for equity. Taken together, they demonstrate how technology can complement civic inputs to produce a more complete and equitable diagnosis of urban problems, than either approach can achieve in isolation.
Consider what this might mean for health challenges, issues like air quality and extreme heat, where...
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