> For the complete documentation index, see [llms.txt](https://knowledge.theholisticcare.com/llms.txt). Markdown versions of documentation pages are available by appending `.md` to page URLs; this page is available as [Markdown](https://knowledge.theholisticcare.com/knowledge/research-and-evidence/statistical-vs-practical-significance.md).

# Statistical vs Practical Significance

Why a statistically significant mindfulness finding may still represent a modest real-world effect.

A study can report a **statistically significant** result without showing a dramatic real-world change.

These are different questions.

## Statistical significance

Statistical testing estimates whether an observed difference is unlikely to be explained by random variation under a specified model.

It does not tell us automatically whether the effect is large or important.

## Effect size

Effect size describes the magnitude of a difference or relationship.

In mindfulness research, many well-conducted reviews find effects that are **small to moderate** rather than transformational.

That can still matter.

A small average benefit across a low-cost, acceptable intervention may be useful, especially when combined with other supports.

## Practical significance

Ask:

* Did participants notice a meaningful change?
* Was the change sustained?
* Did it affect daily functioning?
* Was the program acceptable?
* Did many people drop out?
* How did it compare with an active alternative?
* Were there harms or adverse experiences?

THC's evidence language should reflect both statistical results and practical relevance rather than turning “significant” into “life-changing.”

## Related guidance

* [Research & Evidence](https://knowledge.theholisticcare.com/knowledge/research-and-evidence)
* [Reading Limitations & Generalisability](https://knowledge.theholisticcare.com/knowledge/research-and-evidence/reading-limitations-and-generalisability)
* [How THC Uses Evidence Responsibly](https://knowledge.theholisticcare.com/knowledge/research-and-evidence/how-thc-uses-evidence-responsibly)


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