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Issue 7 · 8 min

Backtests Only Matter If the Assumptions Survive

Backtest results deserve attention only after assumptions, costs, slippage, and validation have been stress-tested.

Backtest ValidationMethodologyResearch Audit

Backtests can be useful research tools, but they are often presented as if a single attractive output proves a strategy is ready for real money. That is backwards. The headline number is the last thing to trust, not the first.

What usually gets missed

  • Execution assumptions
  • Bid-ask spreads
  • Rolling logic
  • Assignment handling
  • Position overlap
  • Transaction costs
  • In-sample versus out-of-sample separation

The right question

Do the results still hold up after you make the assumptions less flattering and more realistic? If not, the backtest may be a story, not a robust strategy.

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Validation checklist

  • Compare against simpler benchmarks
  • Stress slippage assumptions
  • Separate training from evaluation periods
  • Test parameter sensitivity
  • Document every meaningful rule

How TradeMind uses this

The goal is not to publish the prettiest number. The goal is to make the research process inspectable so readers understand what the strategy depends on and where it can fail.

The AI Systematic Investor

by TradeMind

Weekly research on QQQ, LEAPS, PMCC, and risk control with transparent rules.

TradeMind is software for self-directed investors, not investment advice and not a broker-dealer. All newsletter content is educational. Options involve risk and are not suitable for every investor. Any performance figures referenced are hypothetical or simulated, have inherent limitations, and do not guarantee future results. You make every decision and place every order at your own broker. See the full disclosures.

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