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Assessing Digital Asset Market Structure: Liquidity, Leverage, and Sentiment
This document outlines a framework to assess digital asset markets by analyzing liquidity, leverage, and sentiment, emphasizing their impact on risk, volatility, and trading strategies.
May 103 min read


Assessing Crypto Market Structure: Liquidity, Leverage, and Sentiment
This document analyzes crypto market structure by examining liquidity, leverage, and sentiment through on-chain metrics, stablecoin flows, market depth, open interest, perpetual futures, liquidations, and sentiment indicators to enhance risk assessment and decision-making.
May 34 min read


Macro Meets On-Chain: A 2026 Framework for Digital Asset Risk
The 2026 framework integrates macroeconomic indicators (policy rates, DXY, central bank balance sheets) with on-chain metrics (stablecoin activity, staking, liquidations) for comprehensive digital asset risk assessment and informed decision-making.
Mar 294 min read


Building a 2026 Digital Asset Risk Framework: Integrating Macro Liquidity, Volatility, and On‑Chain Leverage
The 2026 digital asset risk framework integrates macro liquidity, real rates, on-chain leverage, volatility regimes, and market microstructure factors to enhance risk management and position sizing in crypto portfolios.
Mar 164 min read
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