Research preview

MicroStrategy’s looming exclusion from a major global index has sparked debate among quantitative traders about the hidden risks embedded in corporate capital structures. The event provides a timely case study for applying advanced corporate risk‑management concepts to real‑world equity exposure. The Index Removal Signal and Its Market Implications When a high‑profile firm faces a probable delisting from a benchmark, its price dynamics can shift dramatically. Traders must recognize that the probability estimate—roughly ninety‑two percent—implies a strong consensus that the change will occur before year‑end....