Technical debt is often treated as an invisible burden, something engineers moan about in private while project managers focus on feature velocity. However, leaving debt unmanaged creates real-world vulnerabilities. The UK's National Cyber Security Centre recently warned that unaddressed technical debt provides a massive opportunity for AI-driven exploits to scale at pace. If your team is rushing to meet deadlines by skipping testing or bypassing documentation, you aren't actually gaining speed; you are just taking out a high-interest loan.
Managing this requires moving away from "vanity metrics" like ticket closure rates and moving towards strategic transparency.
Visible Tracking Strategies
Don't let debt live in a separate, forgotten document. To manage it, it must be part of your existing workflow.
The Debt Backlog
Create a specific label in your project management tool (such as Jira, Linear, or Trello) specifically for "Technical Debt". Every time a shortcut is taken to meet a milestone, a ticket must be created. This makes the cost of the shortcut visible to stakeholders during sprint planning.
The "Debt Ratio" Metric
Monitor the ratio of feature work to debt remediation. A healthy team might allocate 20% of every sprint to debt. If this ratio slips below 10% for three consecutive sprints, your "velocity" is likely an illusion caused by accruing risk.
Common Mistakes to Avoid
- Treating all debt as equal: Not every messy piece of code is a crisis. Priorit's debt based on impact; a bug in a legacy module that no one touches is less urgent than a shortcut in your primary API.
- Forgetting the "Why": Engineers often forget why a shortcut was taken. Ensure tickets include the context of the original deadline to avoid much-needed context being lost during workforce transitions.
- Using Manual Spreadsheets: In a distributed team, a static spreadsheet is where information goes to die. Use integrated tools that link debt directly to the codebase or epic.
Takeaways
- Treat technical debt as a measurable project risk, not just an engineering grievance.
- Use specific labels in your current PM tools to make debt visible in every sprint review.
- Implement a "Debt Ratio" to ensure you aren't sacrificing long-term stability for short-term wins.
- Prioritise debt based on security implications and operational impact.
Resources
- UK cyber security agency warns of AI-driven 'patch wave'
- Why Britain must trade AI vanity metrics for strategic transformation patience
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