Case Overview
The item pool includes skins across multiple weapon categories, with a structure dominated by mid-tier entries and supported by a noticeable share of lower-tier fillers. High-tier items are present but limited in number, forming the upper boundary of the distribution. The composition results in a broad clustering of outcomes in the lower-to-mid valuation range, with reduced emphasis on rare items.
Value and Risk Factors
Expected value is constrained by the high probability of mid- and lower-tier outcomes, which dominate the distribution. Variance is moderate, though downside concentration is more pronounced due to limited high-tier exposure. Demand for unconventional or humorous skins can be inconsistent, introducing variability in realized value and liquidity. EV remains sensitive to rarity allocation, with lower frequency of premium outcomes reducing overall dispersion.

