Use Cases

Share them with the colleagues who have an interest in that.

Use Case	Goal
Understand Engineering Throughput	Track trends in overall delivery output across all teams/projects. Identify how engineering capacity aligns with business goals.
Evaluate ROI of Engineering Teams	Compare investment vs. output per team or project. Identify underperforming areas that may need re-alignment.
Monitor Engineering Health Over Time	View metrics like cycle time, PR velocity, and review responsiveness. Detect burnout risks or inefficiencies at the org level.
Benchmark Teams and Projects Across the Organization	Use percentiles to identify top-performing vs. lagging teams. Spot inconsistencies in performance or adoption.
Identify Bottlenecks in the Development Lifecycle	Drill down into high cycle times or long PR review durations. Spot issues in specific stages like pickup delay or review lag.
Monitor Team Collaboration and Code Review Quality	Detect lack of reviewer diversity or feedback loops. Ensure reviews are being done promptly and constructively.
Understand Team Workload Distribution	Identify engineers who are overloaded or underutilized. Balance work more evenly across contributors.
Track Sprint Execution and Delivery Predictability	Compare actual vs. planned delivery using sprint-based metrics. Understand blockers that affect sprint completion.
Onboard New Engineers More Effectively	Track the ramp-up progress of new hires. Identify areas where mentorship or documentation is lacking.
Understand Personal Contribution Trends	View metrics on commits, PRs, reviews, and volume over time. Reflect on consistency and identify improvement areas.
Improve Code Review Participation and Responsiveness	Track how quickly they review others’ code and how often their PRs get reviewed. Identify patterns that may slow down their delivery.
Gain Insight Into the Impact of Their Work	Connect contribution metrics with project milestones. See how their work fits into broader team and company efforts.
Detect and Address Personal Workflow Inefficiencies	Spot time sinks such as excessive WIP or long PR pickup delays. Self-optimize based on historical behavior.
Advocate for Career Growth with Data	Use contribution data to support promotion discussions. Show participation in reviews, quality commits, and feature ownership.