SPACE Framework Overview
A holistic approach to measuring developer productivity across five key dimensions
Satisfaction
Well-being & happiness
Performance
Output & outcomes
Activity
Actions & volume
Communication
Collaboration & sharing
Efficiency
Flow & effectiveness
1 Phase 1: Objective Data
Quantifiable metrics from GitHub & JIRA
P Performance - The "What"
Completed Work
📊JIRA tickets completed
Cycle Time
⏱️days average
Deployment Frequency
🚀deployments this month
A Activity - The "How Much"
Commits & PRs
💻commits
PRs
Code Volume
📏added
deleted
Review Participation
👥code reviews given
C Communication & Collaboration - The "With Whom"
Ticket Comments
💬avg comments per ticket
Code Review Time
⏰hours avg review time
E Efficiency & Flow - The "How Smoothly"
Lead Time
⚡days creation to completion
SPIKE Tickets
🔍research & discovery
2 Phase 2: Subjective Data
Human element through surveys & feedback
S Satisfaction & Well-being - The "How They Feel"
Developer Satisfaction Survey
Rate your experience (1-5 scale)
Manager 1:1 Check-in
Latest feedback from weekly 1:1
What's going well:
"The new component library is really speeding up development. Team collaboration has been excellent."
Current struggle:
"Still working through some complex state management issues in the new dashboard."
Biggest blocker to flow state:
"Too many context switches between projects. Need better time blocking."
Satisfaction Trends
3 Phase 3: AI-Generated Coaching Insights
Smart analysis combining objective & subjective data
Correlation Analysis
High PriorityCode review time has increased by 25% over the last month, which correlates with a 15% decrease in reported workflow satisfaction. This suggests review bottlenecks are impacting developer experience.
Recommendation: Schedule a team retrospective focused on streamlining the code review process. Consider implementing review guidelines or pairing sessions.
Anomaly Detection
WatchSarah has consistently high commit volume but lower ticket completion rate. This pattern may indicate context-switching between multiple complex tasks or working on tasks that aren't being properly broken down.
Recommendation: Check in during next 1:1 about current workload and task breakdown. Consider if tickets need better scoping or if focus time needs protection.
Positive Trend
Good NewsTeam satisfaction scores show consistent upward trend over the past quarter. The 7% SPIKE ticket ratio indicates healthy balance between delivery and discovery work. Deployment frequency has increased 40% without impacting quality metrics.
Insight: Current development processes are working well. Consider documenting successful practices for team knowledge sharing and onboarding.
Predictive Insight
Forward LookingBased on current velocity and satisfaction trends, Sarah is on track to exceed quarterly goals by 15%. However, the slight decrease in manageable workload satisfaction suggests planning for sustainable pace in upcoming sprint.
Action: Consider capacity planning discussion to maintain current performance while preventing burnout. Excellent opportunity for stretch goals or mentoring activities.
AI Coach Summary
Key Strengths
- ● High team satisfaction and collaboration
- ● Excellent deployment velocity
- ● Healthy balance of delivery vs exploration
Growth Opportunities
- ● Streamline code review process
- ● Better task breakdown and focus time
- ● Sustainable pace planning
✓ Work Completed
Comprehensive view of JIRA tickets and contributions
| Ticket ID | Title | Type | Status | Completed | Cycle Time |
|---|---|---|---|---|---|
| SPPLT-2341 | Implement dark mode toggle component | Story | Done | 2024-01-15 | 2.5 days |
| SPPLT-2340 | Fix responsive grid layout on mobile | Bug | Done | 2024-01-14 | 1.2 days |
| SPPLT-2339 | SPIKE: Research state management patterns | Spike | Done | 2024-01-12 | 4.0 days |
| SPPLT-2338 | Update component library documentation | Tech Debt | Done | 2024-01-10 | 3.1 days |
| SPPLT-2337 | Implement user dashboard analytics | Enhancement | In Progress | - | 5.0 days |