How to Use Metrics Without Killing Engineering Culture | Episode 32
Mon Feb 02 2026
Metrics influence outcomes by shaping incentives.
When engineering metrics are poorly designed, they encourage short-term optimization, suppress risk-taking, and mask systemic issues like technical debt and security gaps. When designed well, they provide early signals, enable informed trade-offs, and reinforce cultural norms.
In this episode, Tech Council breaks down the mechanics of effective metrics: defining standards, ensuring visibility across applications, and understanding the economic implications of compliance and security. Duncan and Jason analyze how leadership behavior amplifies the impact of metrics, and why transparency determines whether metrics motivate or demoralize engineering teams.
Top Takeaways:
Carving out time for tech debt is crucial.Stop the bleeding by confronting existing issues.Defining 'good' is essential for team alignment.Visibility in metrics helps prioritize efforts.Gamification can engage developers in improving metrics.Compliance has significant economic implications.Vulnerabilities often represent theoretical risks.Creating a culture of measurement drives improvement.Transparency in leadership fosters accountability.Lean into measurement to influence positive change.
Connect with us:
Duncan Mapes
Jason Ehmke
DevGrid.io
DevGrid on LinkedIn
DevGrid on X
More
Metrics influence outcomes by shaping incentives. When engineering metrics are poorly designed, they encourage short-term optimization, suppress risk-taking, and mask systemic issues like technical debt and security gaps. When designed well, they provide early signals, enable informed trade-offs, and reinforce cultural norms. In this episode, Tech Council breaks down the mechanics of effective metrics: defining standards, ensuring visibility across applications, and understanding the economic implications of compliance and security. Duncan and Jason analyze how leadership behavior amplifies the impact of metrics, and why transparency determines whether metrics motivate or demoralize engineering teams. Top Takeaways: Carving out time for tech debt is crucial.Stop the bleeding by confronting existing issues.Defining 'good' is essential for team alignment.Visibility in metrics helps prioritize efforts.Gamification can engage developers in improving metrics.Compliance has significant economic implications.Vulnerabilities often represent theoretical risks.Creating a culture of measurement drives improvement.Transparency in leadership fosters accountability.Lean into measurement to influence positive change. Connect with us: Duncan Mapes Jason Ehmke DevGrid.io DevGrid on LinkedIn DevGrid on X