AGORA cities: the hidden infrastructure shaping urban fragility
Abstract
Urban services are unevenly distributed across the city, yet it is unclear when their joint presence signals fragility and when it instead outlines a neighbourhood's vocation. For Bologna and Florence, we integrate Foursquare and OpenStreetMap points of interest with Sentinel-2-derived green indicators based on the 3-30-300 rule, cluster urban areas accordingly, and benchmark the clusters against the demographic, social, economic and composite fragility indices produced by the municipal statistical offices, which are exogenous to the analysis. In both cities, we identify a subset of infrastructures, termed AGORA (Arts, Green environments, and Open Routes for Access and mobility), whose joint provision is associated with lower fragility. The AGORA Alignment score (AA), based on the rank correlation between AGORA endowment and composite fragility, indicates full alignment in Florence (AA = 1.00) and strong but incomplete alignment in Bologna (AA = 0.80). The remaining service categories instead show wide and heterogeneous distributions: they differentiate areas without tracking fragility and can be interpreted as expressions of urban vocations. The least fragile cluster, the only one with full AGORA endowment, hosts just 3.3% of residents in Bologna and 6.3% in Florence. The framework offers a procedure transferable to other contexts and identifies the expansion of AGORA infrastructures as a candidate lever for reducing fragility without altering existing vocations.
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BibTeX
@misc{andreotti2026agora,
title = {{AGORA cities: the hidden infrastructure shaping urban fragility}},
author = {Eleonora Andreotti and Munazza Usmani and Alice Barsanti and Maurizio Napolitano},
howpublished = {arXiv},
year = {2026},
month = nov,
doi = {10.48550/arxiv.2611.06289},
eprint = {2611.06289},
archivePrefix = {arXiv},
url = {https://arxiv.org/abs/2611.06289},
}
RIS
TY - UNPB
TI - AGORA cities: the hidden infrastructure shaping urban fragility
AU - Eleonora Andreotti
AU - Munazza Usmani
AU - Alice Barsanti
AU - Maurizio Napolitano
PY - 2026
DA - 2026/11/04
PB - arXiv
DO - 10.48550/arxiv.2611.06289
UR - https://arxiv.org/abs/2611.06289
AB - Urban services are unevenly distributed across the city, yet it is unclear when their joint presence signals fragility and when it instead outlines a neighbourhood's vocation. For Bologna and Florence, we integrate Foursquare and OpenStreetMap points of interest with Sentinel-2-derived green indicators based on the 3-30-300 rule, cluster urban areas accordingly, and benchmark the clusters against the demographic, social, economic and composite fragility indices produced by the municipal statistical offices, which are exogenous to the analysis. In both cities, we identify a subset of infrastructures, termed AGORA (Arts, Green environments, and Open Routes for Access and mobility), whose joint provision is associated with lower fragility. The AGORA Alignment score (AA), based on the rank correlation between AGORA endowment and composite fragility, indicates full alignment in Florence (AA = 1.00) and strong but incomplete alignment in Bologna (AA = 0.80). The remaining service categories instead show wide and heterogeneous distributions: they differentiate areas without tracking fragility and can be interpreted as expressions of urban vocations. The least fragile cluster, the only one with full AGORA endowment, hosts just 3.3% of residents in Bologna and 6.3% in Florence. The framework offers a procedure transferable to other contexts and identifies the expansion of AGORA infrastructures as a candidate lever for reducing fragility without altering existing vocations.
ER -