BUSINESS / MARKETS / POLITICS8 November 2026
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Trading & risk

Paper trading & backtesting: keep the failures

Practise the process and test a defined rule without turning simulation into a performance claim.

5 min readReviewed 26 Oct 2026
KEEP THIS IN MIND

A useful test can reject an idea. A good-looking backtest alone does not establish a live edge.

Separate practice from evidence

Paper trading practises decisions and the order interface with simulated money. A backtest applies rules to historical data. Both can be useful, but neither reproduces every condition of live execution.

Use a written plan and record every matching case, including trades you would rather forget. Keep hypothetical fills, actual quoted prices and later interpretations separate.

Remove the view from the future

Decide when information was available. A rule cannot use the final high, low or closing indicator value before that bar has finished. Economic releases can be delayed and later revised.

Freeze the rule before evaluating an untouched period. Choosing the parameters, assets or dates after seeing the results can produce a flattering history. Missing delisted companies or inconvenient source gaps can distort it further.

Charge the test for trading

Include plausible commission, spreads, slippage and any applicable financing or borrowing costs. A simulator’s fill at a price does not establish that a real order of your size would have filled.

  • Report losing runs, drawdowns and the number of observations alongside returns.
  • Keep the original rule and the reason for every subsequent change.
  • Judge process errors separately from outcomes; one profitable result proves little.
TRY IT IN YOUR RESEARCH NOTES

Run a deliberately small experiment

Write one rule, one market, one interval and a fixed historical test period. Hide a later evaluation period. Record every result and cost assumption, then test the frozen rule on the unseen period. Keep the failures and explain what the test cannot establish.

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Educational notes, not personalised financial advice. Hypothetical examples and chart shapes are not performance claims or trading signals.