[Tutorial]: On-Chain Analytics & Metrics 101
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Written for data-driven crypto researchers who want to turn raw blockchain data into actionable insights—clear steps, no fluff
1️⃣ Why On-Chain Analytics Matter
Blockchain data is public and immutable—so instead of guessing, you can:
- Track real user activity and network growth
- Spot accumulation or distribution by whales
- Anticipate potential price moves from exchange flows
- Validate project health beyond just price charts
2️⃣ Fundamental Network Metrics
Start with these basics to gauge overall usage and interest:
- Transaction Count: number of transactions per day—higher = more activity
- Active Addresses: unique senders or receivers—signals growing adoption
- Gas Spent / Fees: total fees paid—spikes often mean congestion or popular dApps
- Block Size / Weight: data per block—impacts throughput and resource demand
3️⃣ Value & Flow Indicators
Understand how value moves on-chain:
- Total Value Locked (TVL): assets locked in smart contracts (DeFi, bridges)
- Exchange Inflow / Outflow: coins moving on and off exchanges
- Netflow: inflow minus outflow—positive suggests selling pressure, negative suggests accumulation
- Supply on Exchanges: percentage of supply held by exchanges—declines often signal long-term holding
4️⃣ Holder & Distribution Metrics
Dive deeper into who’s holding and for how long:
- HODL Waves: age of coins held—shows long-term vs short-term supply
- Dormant Supply: coins unmoved for 1+ year—cold wallet accumulation
- Rich List / Whale Addresses: top holders—monitor concentration and risk of large moves
- Gini Coefficient: statistical measure of wealth distribution—higher = more concentration
5️⃣ Valuation & Momentum Ratios
Combine value and activity for on-chain valuation:
- NVT Ratio: market cap ÷ daily transaction volume—high NVT can signal overvaluation
- MVRV Ratio: market cap ÷ realized cap—values >1 mean holders are in profit
- Supply Ratio: short-term vs long-term holder supply—shifts can foreshadow trend changes
- Open Interest & Funding Rate: derivatives metrics confirming or contradicting spot moves
6️⃣ Tools & Dashboards
Leverage specialized platforms to visualize and query data:
- Glassnode: ready-made charts for most on-chain metrics
- Dune Analytics: custom SQL queries and community dashboards
- Nansen: wallet-labeling for smart-money tracking
- Coin Metrics / Kaiko: raw data APIs for institutional analytics
Your Next Steps
- Pin this tutorial in On-Chain Analytics & Metrics for quick reference
- Explore a free Glassnode chart (e.g., Exchange Netflow) and note recent trends
- Write a simple Dune query to track daily active addresses for your favorite chain
- Share your top three on-chain signals in the subforum and discuss what they mean
Follow these steps, and you’ll turn on-chain noise into clear signals in no time!
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