Today's supply chains and manufacturing operations are global, highly efficient, and carefully tuned. At the same time, the COVID-19 black-swan event has demonstrated painfully that they are also fragile and lacking transparency at times when faced with unexpected disturbances. The various interruptions led to a shortage of essential goods, ranging from PPE and smartphones to critical industrial parts impacting the final assembly of cars and ventilators.

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