Systematic research & strategy validation

Most quantitative "edges" are artifacts — look-ahead leakage, survivorship bias, overfitting, or single-regime luck. The scarce skill is a methodology rigorous enough to tell a real edge from an artifact, and disciplined enough to say so when there is nothing there.

How the answers hold up

• A strict temporal firewall — every step uses only data available at the decision time.
• Survivorship-bias awareness, demonstrated on clean versus compromised universes.
• Honest statistical inference — block-bootstrap intervals, HAC (Newey-West) t-statistics, and regime-conditioned analysis.
• Overfitting defenses — out-of-sample gates and shadow-tracking before anything is trusted.
• Cost realism — fees, spread, and slippage built into every evaluation.

The most valuable result is often the null

Anyone can produce a backtest that looks good. What protects capital is an independent party who will build the strategy correctly, find the leak or the bias, and say plainly when there is no edge — before any capital is committed.

Object Dynamics is not a registered investment adviser. These are research, validation, and engineering services — not investment advice.