X-Factor Risk refers to unpredictable or unknown risks (“X” factors) that can impact supply chain continuity, such as natural disasters, political instability, or sudden supplier failures. Addressing X-factor risks involves scenario planning, diversification, and building inventory buffers. Incorporating these considerations into inventory optimization enhances supply chain resilience.