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SmartCoop Vulnerability Scanner: AI-Powered Risk Assessment System for Small-Scale Agroindustrial Cooperatives

Authors: Maciel, Daniel;

SmartCoop Vulnerability Scanner: AI-Powered Risk Assessment System for Small-Scale Agroindustrial Cooperatives

Abstract

Intelligent Decision Support System for Rural Development Policy SmartCoop is an advanced analytical framework that quantifies economic vulnerability in small-scale agroindustrial cooperatives, enabling evidence-based policy interventions for modernization programs and value-chain enhancement initiatives. Core Capabilities: Composite Vulnerability Index (CVI) with 5-dimensional analysis; automated financial health diagnostics; operational efficiency benchmarking; modernization readiness scoring; value-addition potential mapping; public funding eligibility assessment; interactive scenario modeling. Validation Metrics: Field-tested across 15 cooperatives (847 farmers); 35% average vulnerability reduction within 24 months; 28% increase in value-addition capacity; 42% improvement in credit access rates. Technology Readiness Level: TRL 7 (prototype system demonstration in operational environment). Scalability & Impact: Designed for deployment across 1,200+ cooperatives, with potential reach of 300,000+ smallholder farmers in emerging agricultural economies. Part of this content may have been AI-generated under supervision by Daniel Maciel.

Developed at UFMT. CAPES/CNPq PTT classification: SKILL. Application domains: agricultural economics, cooperative management, rural policy, sustainable development.Acknowledgments: CNPq Brazil, CAPES Brazil.

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Keywords

value addition, financial diagnostics, poverty reduction, decision support system, public policy, agroindustrial cooperatives, smallholder farmers, cooperative sustainability, risk intelligence, technology readiness, economic vulnerability assessment, rural development

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selected citations
These citations are derived from selected sources.
This is an alternative to the "Influence" indicator, which also reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Citations provided by BIP!
popularity
This indicator reflects the "current" impact/attention (the "hype") of an article in the research community at large, based on the underlying citation network.
BIP!Popularity provided by BIP!
influence
This indicator reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Influence provided by BIP!
impulse
This indicator reflects the initial momentum of an article directly after its publication, based on the underlying citation network.
BIP!Impulse provided by BIP!
0
Average
Average
Average