# Self-Selected Testimonials Cannot Establish an Effect Size
## Claim
Letters from self-selected, already-persuaded listeners can illustrate that a practice worked for someone and cannot establish how well it works in a population, regardless of how confidently they are framed.
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## Scope & conditions
- The selection happens twice — who writes in, and which letters get read — and both filters run toward success.
- Illustration is a legitimate use; the error is the slide from "here is what it looks like" to "here is how well it works."
- No number of testimonials fixes this, because the sample's bias does not shrink with its size.
- Applies to case studies, customer quotes, and my own "this worked for me" notes.
## Evidence
From Cal Newport's episode on reversing brain rot: three listener letters are used to support a general claim about the practice's effect.
## Links
- [[Named Brain Structures Without a Citation Are Rhetoric]] — the companion evidence defect in the same episode, on the mechanism side
- [[Pair One Named Case With a Population Statistic]] — the constructive fix — keep the case for salience and get the warrant elsewhere
- [[Genre-Wide Claims Need More Than One Catalog as Evidence]] — the same sample-versus-population error in a different domain
- [[3. Resources/MOCs/Evidence & Claims Literacy MOC]] — the claims-literacy thread on sample versus population.