Knowledge
When You Don't Need a Token
A 7-question checklist to determine if your project needs a token. Common tokenization mistakes and alternatives.
Token Project Unit Economics: Metrics, Formulas, and Modeling
How to calculate unit economics for a crypto project — LTV, CAC, revenue per token, velocity. Formulas, Python code, and common mistakes.
Vesting and Unlocks: Benchmarks, Formulas, and Sell Pressure
Vesting standards by round (seed, private, public, team), sell pressure formula at unlock, and analysis of failed unlocks.
On-Chain Analytics for Tokenomists: Tools, Metrics, and Practice
On-chain analytics for tokenomists: Dune, Nansen, DefiLlama tools, holder concentration metrics, exchange flows, and wallet activity patterns.
DeFi Risk Management: Simulation, Monitoring, and Parameter Optimization
DeFi risk management: vulnerability detection, risk oracles, and parameter simulation. Gauntlet, Chaos Labs, VaR formulas, and cascade liquidation mechanics.