Apostleoffinance (apostleoffinance)
Web3 Data Analyst | Quant Researcher
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🧵 1/ Uniswap V3 Liquidity Analytics & LP Optimization - Data Foundations for Quant + AI Models Built a Dune dashboard to analyze Uniswap V3 liquidity, price dynamics, & fee performance, creating a base for quantitative & AI-driven LP strategies.
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2/ Liquidity Behavior Uniswap V3 concentrates liquidity around price ranges (ticks). By tracking mint & burn events, I mapped how LPs move capital - showing liquidity clustering, depth changes, & reaction to volatility.
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4/ Fees & Yield Computed daily fees, LP revenue & Fee APR using swap event data. Gives an on-chain view of yield generation - measuring how efficiently liquidity earns vs. risk.
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3/ Price & Volatility Derived real-time prices using on-chain sqrtPriceX96. Analyzed how often prices move in/out of LP ranges → identifying volatility risk & idle liquidity exposure.
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