Understanding Retrospective Insights: Merged Pull Requests with Anomalous Cycle Time

devActivity's Retrospective Insights provide a critical view into your team's development efficiency, particularly through the 'Merged Pull Requests with Cycle Time above the Average' section. This powerful feature is designed to bring clarity to your team's performance by highlighting pull requests that exhibit unusually long cycle times, helping you pinpoint and address workflow bottlenecks.

This view within devActivity's Retrospective Insights provides a detailed table of merged pull requests that exhibit cycle times significantly above the team's average. It breaks down these anomalous cycle times into their constituent stages (coding, pickup, review), allowing teams to quickly pinpoint bottlenecks and specific PRs requiring further investigation.

Value to Your Team

Users gain the ability to rapidly identify and analyze the root causes of prolonged pull request cycle times without manual searching across multiple platforms. This insight enables teams to pinpoint specific process inefficiencies, leading to targeted improvements in development workflows, increased team efficiency, and ultimately, accelerated delivery in future periods. It saves significant time in retrospective data gathering.

How It Works

devActivity integrates seamlessly with GitHub and other Source Code Management (SCM) systems to automatically collect comprehensive data on merged pull requests. It then calculates the average cycle time for your team over a specified period. Individual pull requests where the total cycle time exceeds this average by a significant margin are identified as 'anomalous' and displayed in a structured table on the Retrospective Insights - Details page.

For each identified PR, devActivity further breaks down the total cycle time into distinct stages:

• Coding: The duration spent actively coding.
• Pickup: The time a pull request waited to be picked up for review after being opened or marked as ready.
• Review: The duration spent in the review phase itself.

This consolidated view eliminates the need for manual data collection and correlation across disparate platforms, providing a single source of truth for your retrospective analysis.

Navigating the 'Merged Pull Requests with Cycle Time above the AVG' Table

The table presents a comprehensive overview of anomalous pull requests, featuring the following key columns:

• AUTHOR: Displays the avatar and timestamp (e.g., '18 Mar, 2026 14:02') of the pull request author.
• PULL REQUEST: Shows the pull request title (e.g., 'feat(react): add "use client" for react bundle'), its associated repository (e.g., 'awesome-project'), and icons for comments and notifications, linking directly to the original PR in your SCM.
• TO AVG: This crucial column indicates precisely how much the pull request's cycle time exceeds the team's average cycle time (e.g., '11h 49min'). This metric directly highlights the 'above the AVG' aspect of the widget's title.
• CODING: The duration spent specifically in the coding phase (e.g., '2min').
• PICKUP: The duration a pull request waited to be picked up for review after being opened or ready (e.g., '11h 47min').
• REVIEW: The duration spent in the review phase itself (e.g., '< 1min').

This detailed breakdown allows teams to identify precisely where bottlenecks occurred. For example, a high 'PICKUP' time could indicate issues with team availability, prioritization, or notification systems. Analyzing these patterns helps teams understand the underlying causes of delays and develop strategies to improve their development processes in future periods, leading to more efficient workflows and significant time savings in data collection and analysis for retrospectives.

Frequently Asked Questions