February 3, 2026

How to Use Metrics Without Killing Engineering Culture

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.