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sensitivity-ranking

Research
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Rank constraints by sensitivity — which ones most impact the outcome if they shift

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How to use this skill

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Source SKILL.md: https://github.com/yogsoth-ai/de-anthropocentric-research-engine/blob/HEAD/skills/sensitivity-ranking/SKILL.md

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Tactic: Sensitivity Ranking

Orchestration Pattern

  1. Quantify Resources → spawn resource-quantification

    • For each identified constraint, quantify its current state (demand, supply, gap)
    • Express gaps in comparable units where possible
  2. Challenge Assumptions → spawn assumption-challenging

    • For each constraint, identify the assumptions that make it binding
    • Score assumption vulnerability (confidence × evidence / testability)
  3. Identify Critical Chain Impact → spawn critical-chain-identification

    • Determine which constraints lie on the critical chain
    • Constraints on the critical chain have higher sensitivity
  4. Compute Sensitivity Score → synthesize

    • Sensitivity = (Gap magnitude) × (Chain position weight) × (Assumption vulnerability)
    • Chain position weight: on critical chain = 2.0, feeding chain = 1.0, off-chain = 0.5
    • Rank all constraints by sensitivity score

Decision Criteria

  • When to use: After multiple constraints have been identified and need prioritization
  • When to skip: If only 1-2 constraints exist, ranking is trivial
  • Threshold: Constraints with sensitivity score >2× the median are "binding"
  • Output: Ordered list with scores, used by parent strategy to focus effort

Available SOPs

Optional, no fixed order; the final leaf is always a sop.

SOPWhen to use
assumption-challengingChallenge each assumption's validity — shared cross-repo SOP
critical-chain-identificationIdentify the critical chain — longest path considering resource contention
resource-quantificationQuantify resource demand vs supply vs gap for each resource category