Case Overview
The item pool spans multiple rarity tiers, with a concentration of lower-tier and mid-tier skins and fewer high-tier entries. The probability structure is moderately skewed, with common items appearing most frequently. The interactive presentation does not alter underlying distribution but may influence user perception of outcomes. Market demand aligns with the included items rather than the reveal mechanism itself.
Value and Risk Factors
Expected value is determined by the distribution of items within the pool rather than the reveal format. Variance is moderate, reflecting tier separation without extreme concentration. Liquidity remains dependent on individual skin demand, which is generally stable for commonly traded items. Over repeated observations, statistical results align with weighted probabilities, with manageable dispersion.

