My Research

Event-Driven Valuation & Sensitivity for Licensing Deals covering a portfolio of products

When product identities, royalties, and milestones are only partially disclosed, headline “billion-dollar” deal values tell us very little about true economic value.

To address this, I applied a portfolio event-tree + Monte Carlo framework to build an Event-driven risk attribution  showing how each milestone (IND, Phase 3 start, approval, sales thresholds) shifts portfolio value up or down, and when those inflection points occur.


In many biotech licensing announcements, key economic details, like royalty tiers or sales-milestone thresholds, are disclosed only in broad terms. Yet these seemingly small uncertainties can dramatically alter how a deal should be valued.


Therapeutics Royalty Investments



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