Case Overview
The case structure is concentrated on phase-based cosmetic items, with a narrow but high-tier pool dominated by knives featuring different visual phases. Lower tiers typically include less desirable finishes or non-knife fillers to balance distribution. The pool composition is intentionally skewed toward a small number of high-demand items, while the majority of outcomes remain in mid-to-low valuation brackets. This creates a top-heavy distribution model with infrequent premium results and a larger base of moderate returns.
Value and Risk Factors
Expected value is influenced by the weighting of rare phase variants, particularly those with stable secondary market demand. However, probability mass is concentrated in lower tiers, increasing variance and reducing median return. The dispersion between low and high outcomes is significant, meaning short sample sizes can deviate strongly from long-term averages. Liquidity of phase-based skins is relatively stable, but price differentiation between phases introduces additional spread risk. Overall, the case reflects a high-variance structure with EV dependent on the statistical frequency of premium phase drops.

