The Finding Nobody Implemented

Short summary

Forsgren's DORA research proved organizational culture—measured via Westrum typology—is the strongest predictor of engineering performance. Yet no commercial tool adopted this finding; dashboards measure deployment frequency instead, leaving out culture because it implicates leadership. AI agents now accelerate this trend, treating engineers as replaceable capacity while ignoring psychological safety and generative culture, the real drivers of high performance.

• •Forsgren's DORA research identified culture (Westrum typology) as the top predictor of engineering performance, but vendors excluded it from commercial tools
• •Culture measurement was deliberately omitted because it would implicate leadership; dashboards show only deployment frequency and infrastructure metrics instead
• •AI agents are accelerating the gap between measured outputs and actual cultural health, replacing people while ignoring the psychological safety that drives high performance

Generated with AI, which can make mistakes.