Deploys, Demos, and the Elusive Metric of Engineering Productivity

In this episode of "How Many CTOs Does It Take?" podcast, hosts Scott Porad and Brad Hefta-Gaub wrestle with one of the industry's toughest questions: How do you measure engineering productivity?

The conversation explores the hypothesis that deploy frequency per person can serve as a practical proxy for velocity, and the cultural tradeoffs this metric may introduce. Scott and Brad dig into why smaller, more frequent deploys can drive quality, momentum, and stakeholder confidence, while also acknowledging the risks of discouraging big, bold initiatives.

Other highlights include:

• A step-by-step playbook for turning around engineering teams

• The dangers of vanity metrics (like lines of code)

• Why demos beat burn-down charts every time for stakeholder trust

• The reality (and rarity) of the 10x engineer

• Balancing incremental progress with audacious projects

• Selling productivity metrics to non-technical stakeholders

Along the way, Scott shares his favorite demo stories (including an on-demand dog-walking product launch at Rover), while Brad offers candid reflections on how teams can avoid paralysis when faced with large projects.

If you've ever struggled to explain "velocity" to your CEO or wondered whether deploy counts can really measure productivity, this is the episode for you.

• 00:00 Introduction: Measuring Productivity in the Industry
• 00:40 Welcome to the Episode: Light Bulb Jokes and Introductions
• 01:07 Defining the Problem: Engineering Productivity
• 03:46 Steps to Turn Around an Engineering Team
• 04:42 Metrics for Stability and Accuracy
• 06:34 Hypothesis: Measuring Deploys for Productivity
• 12:32 Potential Pitfalls and Cultural Impacts
• 14:33 Balancing Small Deploys with Big Ideas
• 23:20 Stakeholder Communication and Demos
• 26:21 Building Inside Out vs. Outside In
• 27:01 Coolest Demo Experience
• 28:12 Innovative Home Building Techniques
• 30:30 Measuring Engineering Productivity
• 33:42 The Reality of 10x Engineers
• 40:30 Challenges of Small Deploys
• 43:46 Selling Productivity Metrics to Non-Tech Stakeholders
• 47:24 Effective Demo Practices
• 50:53 Conclusion and Final Thoughts

Resources:

• How Many CTOs Pod: https://howmanyctospod.com
• Scott Porad: https://www.linkedin.com/in/scottporad/
• Brad Hefta-Gaub: https://www.linkedin.com/in/bradheftagaub/

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