Conciseness

Mostly efficient specialized operational knowledge (Z-scores, WAPE targets, lift ranges) that Claude would not reliably produce at this specificity, but the long Role/Context paragraph and surrounding narrative prose could be tightened without losing substance.

Actionability

Provides concrete formulas (SS = Z × σ_d × √(LT + RP), EOQ = √(2DS/H)), specific thresholds (Z=1.65, tracking signal ±4, WMAPE <25%), and decision tables with minor gaps since no executable computational scripts are included.

Workflow Clarity

Multi-step decision frameworks (forecast method selection, markdown timing, slow-mover kill) are clearly sequenced with explicit review triggers and escalation timelines acting as checkpoints, with only minor validation gaps.

Progressive Disclosure

SKILL.md serves as an overview with well-signaled one-level-deep links to three real reference files (decision-frameworks.md, edge-cases.md, communication-templates.md), each summarized inline then deferred; the body itself is fairly large but well organized.

Specificity

Lists four concrete capability areas ('demand forecasting, safety stock optimisation, replenishment planning, and promotional lift estimation'), but frames them as scope under 'Codified expertise for' rather than as action verbs, leaving minor coverage gaps versus the comprehensive anchor.

Completeness

The 'what' is clearly stated, but there is no explicit 'Use when...' trigger clause or equivalent in the description, which caps completeness at 3 per the judging guidelines.

Trigger Term Quality

Good domain keywords ('demand forecasting', 'safety stock', 'replenishment planning', 'promotional lift', 'multi-location retailers') that practitioners would naturally say, but missing common synonyms like 'inventory planning', 'stockouts', or 'demand planning'.

Distinctiveness Conflict Risk

Targets a clear niche (inventory demand planning at multi-location retailers) with distinct, specialized triggers and minimal overlap risk with other skills.