Technical Debt Management | Track & Prioritize
Teams actively managing technical debt maintain 40% faster velocity. GitScrum tracks debt with labels, allocates 10-20% capacity, and documents context in NoteVault.
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How to manage technical debt in development projects?
Manage technical debt by tracking it visibly in GitScrum with dedicated labels, allocating consistent capacity (10-20%), and prioritizing by impact. Create tasks for each debt item, use "tech-debt" labels for filtering, document context in NoteVault, and review in retrospectives. Teams actively managing debt maintain 40% faster velocity [Source: Code Quality Research 2024].
Technical debt management:
Identify - Capture debt as tasks Categorize - Label by type Document - Context in description Prioritize - By impact Allocate - Capacity per sprint Track - Progress over time Review - In retrospectives
Debt tracking labels
| Label | Type |
|---|
| tech-debt | All debt items |
| debt-code | Code quality |
| debt-architecture | Architecture issues |
| debt-testing | Testing gaps |
| debt-docs | Documentation |
| debt-dependency | Outdated dependencies |
| debt-security | Security issues |
Debt priority levels
| Priority | Criteria |
|---|
| P1 Critical | Blocks features, security risk |
| P2 High | Significant friction, reliability |
| P3 Medium | Developer productivity |
| P4 Low | Nice to fix eventually |
Capacity allocation strategies
| Strategy | Allocation |
|---|
| Consistent % | 10-20% every sprint |
| Debt sprints | Full sprint quarterly |
| Feature tax | % per feature |
| Boy scout | Small fixes with features |
| Debt weeks | Dedicated focus periods |
Documenting debt context
| Field | Content |
|---|
| Title | Clear debt description |
| Impact | What it affects |
| Root cause | Why it exists |
| Fix approach | How to address |
| Effort | Estimated time |
| Risk if unfixed | Consequences |
NoteVault debt documentation
| Document | Content |
|---|
| Debt inventory | All known debt |
| Architecture debt | System-level issues |
| Debt history | What we've fixed |
| Decisions | Why we deferred |
Board setup for debt
| Option | Implementation |
|---|
| Separate column | Debt Backlog |
| Label filtering | tech-debt view |
| Mixed backlog | Prioritized together |
| Debt swimlane | Visual separation |
Measuring debt reduction
| Metric | Track |
|---|
| Debt items | Total count |
| Debt by type | Category breakdown |
| Resolution rate | Items fixed/month |
| New debt added | Intake rate |
| Net debt | Added - Fixed |
Debt retrospective questions
| Question | Purpose |
|---|
| What debt slowed us? | Identify friction |
| What new debt did we create? | Awareness |
| What debt should we prioritize? | Next actions |
| Are we trending better? | Long-term view |
Preventing new debt
| Practice | Implementation |
|---|
| Definition of Done | Quality standards |
| Code review | Catch issues early |
| Refactoring time | Built into estimates |
| Architecture review | Big changes reviewed |
| Debt visibility | No hiding |
Debt payoff strategies
| Strategy | When to Use |
|---|
| Strangler pattern | Gradual replacement |
| Refactor in place | Small improvements |
| Rewrite | Fundamentally broken |
| Delete | Unused code |
| Document | Can't fix now |
Common debt mistakes
| Mistake | Better Approach |
|---|
| Hidden debt | Make visible |
| No allocation | Consistent capacity |
| Big bang fixes | Incremental |
| No tracking | Label and monitor |
| Blame | Focus on system |
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