·5 min read
Survivorship Bias Is the Original Sin of Startup Scoring
Almost every startup-scoring model is trained on companies that survived — because failures leave no structured trace. The fix isn't a cleverer architecture, it's the negative class: label the dead ones and weight them equally. Field notes on wiring a real failure class into a training corpus, and the two things that broke.