Research preview

The death of dozens of civilian gold miners in a cross‑border incident has highlighted how quickly a localized conflict can become a market‑wide shock. For quantitative traders, such events are not just headlines; they can alter price dynamics, liquidity, and model performance in ways that standard back‑tests often miss. This article explains how to translate a sudden geopolitical event into actionable risk adjustments using core concepts from applied mathematics and finance. From News to Numbers: Translating Event Severity into Market Impact When a violent episode occurs, the first step is to quantify its potential market relevance....