Case Overview
The item pool includes sniper rifle skins across various rarity levels, with a clear hierarchy between commonly traded lower-tier items and a limited number of premium variants. The structure is moderately top-influenced, with high-tier skins defining the upper range while most outcomes remain in lower and mid tiers. The thematic focus reduces category variability but preserves valuation spread.
Value and Risk Factors
Expected value is driven by the probability weighting of high-demand sniper skins, which typically exhibit strong market liquidity. However, probability mass is concentrated in lower-tier outcomes, leading to moderate variance. The difference between common and premium skins introduces dispersion, making short-term results less predictable. EV remains sensitive to rarity allocation and the frequency of upper-tier outcomes, despite stable demand conditions.

