SkillsLib.ai

Event-Driven Catalyst Analysis Framework

Decompose corporate events into outcome scenarios and quantify event-driven alpha

4.0(25 reviews)
100+ downloads
Updated Nov 2026
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What You Can Do

You can decompose complex corporate catalysts—mergers, restructurings, regulatory decisions, bankruptcies—into probabilistic outcome trees with timeline-based inflection points. Claude models post-event price discovery across multiple scenarios, quantifies risk-adjusted returns, and documents investment theses with transparent reasoning chains that identify alpha opportunities while stress-testing against consensus views and tail risks.

Features

Probabilistic outcome decomposition

breaks events into discrete scenarios with probability weighting and binary/continuous distributions

Catalyst timeline mapping

identifies key decision inflection points, approval gates, and liquidity event dates

Risk-adjusted return modeling

calculates conviction-weighted returns across scenarios with downside protection quantification

Multi-leg arbitrage structuring

builds merger arb, risk arb, and regulatory arb theses with hedge leg positioning

Macro/sector cross-reference

contextualizes event catalysts within broader market positioning and correlation drivers

Thesis documentation framework

generates peer-reviewable decision logic with consensus gap identification and tail scenario analysis

Conviction scoring

weights scenarios by probability and return magnitude to size positions appropriately

Example Output

M&A Deal Analysis Example:

  • Merger probability: 85% (regulatory approval 3Q, financing confirmed) | 15% (deal breaks, price correction -12%)
  • Price discovery: Spread narrows from current 6.2% to <2% on approval signal by Q2
  • Risk-adjusted return: +4.8% annualized across 18-month hold with 2.3:1 return/downside ratio
  • Key inflection point: FTC decision (June 15) triggers ±8% move

Bankruptcy Emergence Scenario:

  • Equity recovery: 35% (senior lender deal) | 60% (Chapter 11 plan confirmation) | 5% (liquidation)
  • Timeline: Plan vote Q3, emergence Q4, 6-month volatility post-emergence
  • Conviction thesis: Creditor committee positioning suggests 60% confirmation path; 15% equity upside vs. consensus 8%
  • Risk factors: Litigation delay, covenant breach, asset impairment

FDA Approval Catalyst:

  • Approval probability: 72% | Conditional approval: 18% | Rejection: 10%
  • Post-approval trajectory: 120-day label expansion, peak sales modeling, peak timing risk
  • Current premium: Stock pricing 55% approval probability; thesis supports 72%
  • Downside protection: Establish stop-loss 8% below pre-data close

What's Included

  • SKILL.md instruction file with framework methodology and usage guidelines:
  • Event decomposition template: probability tree structure, outcome scenario definition, and distribution modeling
  • Catalyst timeline worksheet: key dates, approval gates, decision points, and volatility triggers
  • Risk-adjusted return calculator: scenario weighting, return modeling, and conviction scoring methodology
  • Investment thesis documentation checklist: consensus gap analysis, tail risk scenarios, and peer review prompts

Who It's For

  • Event-driven hedge fund analysts — modeling discrete catalysts for alpha generation and position sizing
  • Special situations specialists — evaluating mergers, restructurings, bankruptcies, and going-private transactions
  • Regulatory/catalyst traders — timing FDA decisions, patent litigation, antitrust approvals, and policy outcomes
  • Risk arbitrage desks — building multi-leg theses with hedge structures and correlation mapping
  • Long/short equity portfolio managers — identifying conviction gaps between consensus pricing and catalyst outcomes

Best For

  • Merger arbitrage analysis with regulatory uncertainty quantification
  • Special situations modeling (bankruptcies, spin-offs, asset sales, going-private)
  • Binary event catalysts (FDA approvals, patent litigation, regulatory decisions, shareholder votes)
  • Timing liquidity events (secondary offerings, lock-up expirations, index inclusions, activist campaigns)
  • Multi-scenario stress testing and tail risk identification across event timelines

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