DX Core 4

Developer Productivity Dashboard
Unified metrics encompassing DORA, SPACE, and DevEx

🎯 Multi-dimensional Productivity Measurement

The DX Core 4 provides balanced metrics across Speed, Effectiveness, Quality, and Business Impact to avoid gaming and ensure comprehensive insights into developer productivity.

🚀
Speed
Velocity of software delivery
Key Metric: Diffs per Engineer
12.3
System Metrics
Lead Time
2.4 days
System
Deploy Frequency
3.2/day
System
Perceived Rate
3.8/5
Self-Report
Time to 10th PR
18 days
System
⚡
Effectiveness
Developer experience & capability
Key Metric: Developer Experience Index (DXI)
7.2
Self-Report
Ease of Delivery
4.1/5
Self-Report
Regrettable Attrition
3.2%
System
🎯
Quality
Reliability & stability
Key Metric: Change Failure Rate
8.5%
System Metrics
Recovery Time
0.8 hrs
System
Perceived Quality
4.3/5
Self-Report
Security Score
B+
System
Operational Health
95.2%
System
💼
Business Impact
Value creation & ROI
Key Metric: Time on New Capabilities
67%
Self-Report
Initiative Progress
78%
Self-Report
Revenue/Engineer
$2.1M
System
R&D % Revenue
15.3%
System
Initiative ROI
285%
Experience

📊 Key Insights & Recommendations

Data-driven insights to improve developer productivity and business outcomes

🔄 Focus on Flow Efficiency
Your lead time is excellent at 2.4 days, but developers perceive delivery as slower (3.8/5). Consider investigating blockers in the development process that may not show up in system metrics.
📈 Strong Business Alignment
67% time spent on new capabilities shows good innovation focus. Revenue per engineer of $2.1M indicates healthy productivity. Continue investing in value-driving initiatives.
⚠️ Quality Monitoring
Change failure rate at 8.5% is within acceptable range, but monitor trends closely. Fast recovery time (0.8 hrs) shows good incident response capabilities.
💡 Developer Experience
DXI score of 7.2 indicates solid developer experience. Low regrettable attrition (3.2%) suggests good retention. Consider targeted improvements in tooling and processes.
System Metrics
Self-Reported
Experience Sampling