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Proper execution of backtesting

How to verify the assumptions of an investment strategy
9 January 2026 by
Proper execution of backtesting
Kinga Stigter
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The content in this article is for educational and informational purposes only. It does not constitute investment recommendations, financial advice, or a guarantee of results. All investment decisions are made independently and at one’s own responsibility.

Testing historical data to evaluate a strategy, not to satisfy the chart


At a certain stage of investing, a need emerges that cannot be met by another article on indicators or another list of so-called best practices. It is the need to verify whether the rules you follow are coherent, resilient to market variability, and sustainable over many years. Backtesting, understood as testing a strategy’s rules on historical data, often becomes one of the most valuable analytical tools at this point. Not because it predicts the future, but because it exposes the consequences of decisions that may seem harmless in theory, yet, in practice, can significantly alter the risk profile of an entire portfolio.

If you have completed at least one course and have real market experience, you are likely already familiar with the classic beginner mistakes. Backtesting at the level of Elegant Alumni focuses on different traps. More often, the issue is excessive trust in visually pleasing results, tests conducted over periods that are too short, subtle adjustments of rules after the fact, or confusing information that feels reassuring with information that is genuinely useful for decision-making. Well-executed backtesting has value only when it helps narrow the range of potential errors and clarifies where a strategy is robust and where it relies on the luck of a particular historical configuration.

Illustration of a woman analyzing historical data on a chart
    


**This educational material is available exclusively for Elegant Alumni and the Elegant CircleLearn more...>


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