Who Calls for Help ? Statistical evidence of disparities in citizen-government interactions using geospatial survey and 311 data from Kansas City
@inproceedings{Kontokosta2018WhoCF,
title={Who Calls for Help ? Statistical evidence of disparities in citizen-government interactions using geospatial survey and 311 data from Kansas City},
author={Constantine E. Kontokosta},
year={2018}
}Local governments are increasingly turning to ’311’ citizen complaints and service reports to provide a real-time condition assessment of the city. When combined with machine learning and predictive analytics, these data can be mined to gain new insight into city service needs and potential problems, including quality-of-life issues like rodent infestations, illegally converted buildings, and heat and hot water outages. However, we know that people do not complain at the same rate, and the…
One Citation
The Fairness of Risk Scores Beyond Classification: Bipartite Ranking and the xAUC Metric
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This paper introduces the xAUC disparity as a metric to assess the disparate impact of risk scores and defines it as the difference in the probabilities of ranking a random positive example from one protected group above a negative one from another group and vice versa.
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