AEC WIRE · Research

Systematic Futures Research

September 4, 2026 · By Izaiah Cottle

Systematic futures research should define rules, data handling, costs, risk measures and evaluation criteria before results are interpreted. AEC treats historical backtests and simulations as research tools, not audited or live performance.

Research framework

AEC approaches this subject through documented assumptions, scenario analysis, risk awareness and evidence-based review. Conclusions should remain proportional to the quality and limits of the underlying evidence.

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Disclosure: AEC research materials are informational. Historical backtest/simulated research does not represent audited or live investment performance and does not guarantee future results.