Balance Analysis Limitations

Assumption

Quantitative models often rely on the premise that order book depth reflects true liquidity, yet this ignores the presence of phantom orders that vanish before execution. These theoretical frameworks frequently fail to account for the discrete nature of blockchain finality, where network congestion disrupts anticipated balance outcomes. Relying on static snapshots produces distorted risk profiles, particularly when high-frequency fluctuations outpace the data ingestion rate of conventional analytics.