“A drought in the Panama Canal, a ransomware attack on a logistics provider, or a port explosion in Tianjin can ripple across industries and geographies, halting production, eroding trust, and triggering inflation. Supply chains behave as complex adaptive systems, where local shocks can produce nonlinear, emergent effects,” he says.