Cyan comments on Practical Advice Backed By Deep Theories - Less Wrong
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Unreliable for getting true explanations. Self-experimentation is generally too poorly controlled to give unconfounded data about what really caused a result. (Also, typically sample size is too small to justify generalizability.)