Detection signals
- Success stories presented without denominator.
- No discussion of attrition, drop-off, or failed counterparts.
- Performance claims based on selected visible cases.
Survivorship bias
Conclusions are drawn from visible successes while failures are ignored.
The narrative evaluates outcomes based on surviving examples and neglects hidden attrition, creating overoptimistic interpretations.
Caution notes
- Case studies can still be informative when explicitly bounded.
- Avoid over-detection when the text clearly states sample limitations.
AI-generated domain examples
Generate illustrative examples for a selected domain/topic. Generated output is separated from canonical ontology content.