Case Overview
The item pool consists of skins featuring doppler finishes across multiple weapon categories, with differentiation driven by phase and pattern variation. The probability curve is skewed, with standard phases appearing more frequently and rarer variants assigned lower probabilities. Demand is supported by the established appeal of doppler finishes, contributing to stable market interest.
Value and Risk Factors
Expected value is influenced by the internal distribution of common versus premium doppler variants. Variance is relatively high due to the substantial differences between phases. Liquidity is generally strong, though dependent on specific pattern desirability. Over repeated trials, outcomes converge toward the weighted mean, with significant short-term dispersion driven by pattern variability.

