This research tackles a key weakness in global medical supply chains revealed by the COVID-19 pandemic. It creates a new Geopolitical-Financial Composite Index (GFCI) to act as an early-warning system. The study moves past old, reactive models by combining different risk indicators like political instability, financial swings, trade policy changes, and shipping performance into a single score. We built this index using principal component analysis and tested its accuracy against real data from the 2020-2023 crisis period. The results show the GFCI reliably signals coming shortages of medical supplies about three months in advance. This was confirmed by strong statistical correlations and ROC analysis. The final output is a practical Early-Warning and Mitigation Framework that turns GFCI alerts into specific actions, like finding new suppliers or building up reserves. This work provides policymakers and health organizations with a proactive, data-driven tool to build stronger supply chains and better prepare for future pandemics.
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Taschenbuch. Etat : Neu. nach der Bestellung gedruckt Neuware - Printed after ordering - This research tackles a key weakness in global medical supply chains revealed by the COVID-19 pandemic. It creates a new Geopolitical-Financial Composite Index (GFCI) to act as an early-warning system. The study moves past old, reactive models by combining different risk indicators like political instability, financial swings, trade policy changes, and shipping performance into a single score. We built this index using principal component analysis and tested its accuracy against real data from the 2020-2023 crisis period. The results show the GFCI reliably signals coming shortages of medical supplies about three months in advance. This was confirmed by strong statistical correlations and ROC analysis. The final output is a practical Early-Warning and Mitigation Framework that turns GFCI alerts into specific actions, like finding new suppliers or building up reserves. This work provides policymakers and health organizations with a proactive, data-driven tool to build stronger supply chains and better prepare for future pandemics. N° de réf. du vendeur 9786209480669
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Paperback. Etat : new. Paperback. This research tackles a key weakness in global medical supply chains revealed by the COVID-19 pandemic. It creates a new Geopolitical-Financial Composite Index (GFCI) to act as an early-warning system. The study moves past old, reactive models by combining different risk indicators like political instability, financial swings, trade policy changes, and shipping performance into a single score. We built this index using principal component analysis and tested its accuracy against real data from the 2020-2023 crisis period. The results show the GFCI reliably signals coming shortages of medical supplies about three months in advance. This was confirmed by strong statistical correlations and ROC analysis. The final output is a practical Early-Warning and Mitigation Framework that turns GFCI alerts into specific actions, like finding new suppliers or building up reserves. This work provides policymakers and health organizations with a proactive, data-driven tool to build stronger supply chains and better prepare for future pandemics. This item is printed on demand. Shipping may be from our UK warehouse or from our Australian or US warehouses, depending on stock availability. N° de réf. du vendeur 9786209480669
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Taschenbuch. Etat : Neu. This item is printed on demand - Print on Demand Titel. Neuware -This research tackles a key weakness in global medical supply chains revealed by the COVID-19 pandemic. It creates a new Geopolitical-Financial Composite Index (GFCI) to act as an early-warning system. The study moves past old, reactive models by combining different risk indicators like political instability, financial swings, trade policy changes, and shipping performance into a single score. We built this index using principal component analysis and tested its accuracy against real data from the 2020-2023 crisis period. The results show the GFCI reliably signals coming shortages of medical supplies about three months in advance. This was confirmed by strong statistical correlations and ROC analysis. The final output is a practical Early-Warning and Mitigation Framework that turns GFCI alerts into specific actions, like finding new suppliers or building up reserves. This work provides policymakers and health organizations with a proactive, data-driven tool to build stronger supply chains and better prepare for future pandemics.VDM Verlag, Dudweiler Landstraße 99, 66123 Saarbrücken 52 pp. Englisch. N° de réf. du vendeur 9786209480669
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