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Appendix B - Comparison matrix of extracted UDT indicators and integrated indicators among CCA and CCM

Guglielmo RicciardiPolytechnic University of TurinMattia Federico LeoneUniversity of Naples Federico IIGuido Callegaripolitecnico di torino
Open MINDrepository2026en
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Binary comparative matrix and quantitative assessment A structured 1:1 matching procedure was conducted between: The 67 extracted indicator from existing UDT applications (rows of the matrix), The 44 integrated CCM–CCA KPIs (columns of the matrix). Each extracted indicator from existing UDT applications was compared against each integrated CCM–CCA indicator based on semantic equivalence, functional correspondence, and consistency in the addressed vulnerability dimension or emission driver. Alignment was coded using a binary matrix: where: represents the extracted UDT indicators, represents the integrated KPIs. The resulting 67 × 44 matrix corresponds exactly to the structure reported in Appendix B (Ricciardi et al., 2026). Two quantitative measures were derived directly from this matrix.

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