Define the question
Identify the instrument, observation period and intended purpose. Separate mechanism explanations, market observations and investment hypotheses. State what the analysis can and cannot address
A traceable process from question definition to validation, risk review and communication
A working framework for research; no completed model or project is implied by its description
Identify the instrument, observation period and intended purpose. Separate mechanism explanations, market observations and investment hypotheses. State what the analysis can and cannot address
Record sources, timestamps, currencies and field definitions. Check missing values, duplicates and abnormal prices before combining datasets
Explain variables, parameters and rationale. Include funding, premiums, holding periods, liquidity and costs where relevant
Use alternative scenarios and out-of-sample observations where appropriate. Check sensitivity, execution constraints and backtest bias
Include market, liquidity, counterparty, technology and operational risks. Describe uncertainties that cannot be quantified reliably
Distinguish facts, inferences and views. Record dates, sources, limitations and subsequent changes rather than treating historical results as future promises
A liquidity study first defines the position size and required exit period. It then examines spreads, depth, withdrawal conditions and stressed observations. Scenarios include execution costs and delayed access. The final report explains both what the evidence supports and where data cannot establish a reliable conclusion
From business fundamentals to digital infrastructure and portfolio risk
Equities, business fundamentals, valuation, market structure and macroeconomics
Explore the researchBitcoin, digital asset markets, liquidity, custody security and blockchain ecosystems
Explore the researchOption pricing, volatility, hedging mechanisms and leveraged exposure
Explore the researchContract rules, short-term structure, liquidity changes, execution and scenarios
Explore the researchDecentralized networks, smart contracts, token economics and technology risks
Explore the researchAsset allocation, concentration, drawdowns, stress testing and portfolio risk analysis
Explore the researchData flowing between connected market systems
Linked records and coordinated digital workflows
Concept animations, without live market data or performance indications
Explore our product areas and opportunities for collaboration