Failure genuinely functions as a stepping stone, according to two large studies: scientists who narrowly missed out on a grant went on to publish work that got up to 19 percent more citations over the next decade than scientists who narrowly won the same grant, and separate research found entreprene

New research indicates that narrowly missing out on research grants or startup funding can lead to more impactful and cited work later. This suggests that overcoming setbacks may foster greater scientific and entrepreneurial achievement.
Key takeaways
- Grant rejections correlate with more highly cited research.
- Startup funding setbacks can precede greater entrepreneurial success.
- Experiencing near-misses may enhance future performance.
- Failure's impact can sharpen, not dull, ambition.
Why it matters
For AI professionals, this highlights the potential for innovation to emerge from challenges. Embracing and learning from 'failures' in AI development or prompt engineering could unlock more effective and widely recognized solutions.

