In this paper, we propose a novel approach for measuring the presence of Or-ganized Crime across Italian provinces. Recognizing that Organized Crime is a spatially heterogeneous phenomenon, we introduce a composite indicator that ac-counts for such structural heterogeneity while weighting individual indicators. Our method combines spatially-constrained hierarchical clustering with cluster-specific Principal Component Analysis. Italian provinces are grouped based on a spatially informed dissimilarity matrix, and a separate Principal Component Analysis is per-formed within each cluster to extract context-sensitive indicator weights. Using publicly available data, we adopt this procedure and new elementary indicators to provide an updated map of the Organized Crime phenomenon diffusion at the provincial scale in Italy.
Measurement of Organized Crime in the Italian Provinces with Spatially-Clustered Heterogeneity / Alaimo, Leonardo Salvatore; Ferri, Claudia; Mattera, Raffaele. - In: SPATIAL DEMOGRAPHY. - ISSN 2364-2289. - 14:1(2026), pp. 1-41. [10.1007/s40980-025-00157-z]
Measurement of Organized Crime in the Italian Provinces with Spatially-Clustered Heterogeneity
Alaimo, Leonardo Salvatore
;Mattera, Raffaele
2026
Abstract
In this paper, we propose a novel approach for measuring the presence of Or-ganized Crime across Italian provinces. Recognizing that Organized Crime is a spatially heterogeneous phenomenon, we introduce a composite indicator that ac-counts for such structural heterogeneity while weighting individual indicators. Our method combines spatially-constrained hierarchical clustering with cluster-specific Principal Component Analysis. Italian provinces are grouped based on a spatially informed dissimilarity matrix, and a separate Principal Component Analysis is per-formed within each cluster to extract context-sensitive indicator weights. Using publicly available data, we adopt this procedure and new elementary indicators to provide an updated map of the Organized Crime phenomenon diffusion at the provincial scale in Italy.| File | Dimensione | Formato | |
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