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How to ThinkIn the Age of AI

A true root cause, eliminated, makes the error impossible…

Test root cause validity by asking whether eliminating the identified cause would make the error impossible rather than merely less frequent—if only frequency decreases, continue deeper analysis.

When This Fires

  • During any root cause analysis (Five Whys, fishbone diagram, fault tree)
  • When you've identified a candidate root cause and need to verify it's actually root
  • When previous "root cause fixes" didn't eliminate the error — they probably weren't actually root
  • Complements Stop Five Whys at structural preventability… (Five Whys stopping criterion) with the verification test

Common Failure Mode

Stopping at the first actionable cause: "We missed the deadline because the requirements changed late." If you prevented late requirement changes, would deadlines never be missed? No — delays could still come from estimation errors, resource conflicts, or technical complexity. Late requirements are a contributing factor, not the root. The root might be: "We committed to deadlines before requirements were stable" — and fixing that makes this specific deadline-miss pattern impossible.

The Protocol

(1) After identifying a candidate root cause, apply the elimination test: "If I completely eliminated this cause, would this type of error become impossible?" (2) If yes → this is the root cause. Design a structural fix that eliminates it (Recurring errors with the same root cause need structural…). (3) If only frequency decreases → this is a contributing factor. Useful to address, but continue analysis to find the deeper cause. Ask "why" again about the contributing factor. (4) You may find multiple root causes for a single error (When 'why' has multiple independent answers, branch…). Each should pass the elimination test independently for its causal branch. (5) Don't be discouraged if the root cause is systemic and hard to fix. The point of root cause analysis is to find the true cause, not the convenient one.