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Technical debt is like hidden financial stress in your software projects. It’s the shortcuts, quick fixes, or outdated code that can slow development, cause errors, and increase costs over time. You might be delivering features, but still feel blocked when bugs or maintenance issues pop up.

In the U.S., 95% of AI teams struggle with managing technical debt, and most of them report missed deadlines or higher costs because of it. Poor planning, rushed releases, or a lack of proper processes can all contribute to technical debt, making it harder to scale efficiently.

This guide will walk you through technical debt management, show how to manage technical debt effectively, and provide best practices for managing technical debt, so your projects stay on track and your team can focus on delivering value, not fixing problems.

Key Takeaways:

  • Technical debt slows development, increases maintenance costs, and creates hidden risks if ignored.
  • Identify and prioritize debt based on business impact to focus on high-risk areas first.
  • Embed debt management into policies, OKRs, and budgets for consistent long-term control.
  • Use automation, monitoring, and regular audits to detect issues early and prevent escalation.
  • Balance new feature delivery with system maintenance to ensure sustainable, efficient development.

What Is Technical Debt?

Across software teams, technical debt continues to grow as businesses prioritize speed over long-term code quality. Left unchecked, it can slow development, increase maintenance costs, and create hidden risks.

Technical debt, at its core, is the extra work required later due to shortcuts or suboptimal decisions in software development. Teams accumulate it when they focus on faster delivery over proper coding, testing, or documentation.

Debt itself isn’t inherently bad; it becomes a problem when outdated code, incomplete documentation, or missed refactoring cycles start affecting product performance and scalability.

Here’s what technical debt typically includes:

  • Rushed product releases
  • Outdated technology or frameworks
  • Incomplete documentation
  • Lack of code reviews or testing
  • Shifting business priorities

These factors support quick development in the short term but can create pressure long term. Code inefficiencies accumulate, maintenance becomes costly, and integrating new features or systems grows more complicated.

When teams actively measure and address technical debt, they protect system performance, reduce future costs, and maintain a more agile development cycle.

Why Technical Debt Management Matters?

Technical debt is common in most software projects, but it becomes a problem when it grows faster than your team can handle. Minor issues compound into major slowdowns, making development unpredictable and costly.

Ignoring technical debt can cause real trouble:

  • Product updates take longer due to messy or outdated code.
  • Development resources get consumed by fixes rather than new features.
  • Security vulnerabilities can go unnoticed, putting the business at risk.
  • Scaling or integrating new solutions becomes increasingly difficult.

These issues rarely appear overnight. They start small with minor bugs, skipped refactoring, or rushed releases, but compound if left unaddressed. Proactive technical debt management ensures that teams maintain code quality, improve productivity, and protect long-term business outcomes.

With structured practices, teams can assess debt regularly, prioritize critical fixes, and implement preventive measures to keep projects on track.

At Shepherd Outsourcing Collections, we approach debt management,  whether financial or technical,  as a structured recovery process. 

Just as we negotiate with creditors to manage financial liabilities, organizations can manage technical debt with a clear repayment plan and continuous monitoring.

Also Read: DWP Debt Management: Standards Lenders Can Use

10 Strategies for Effective Technical Debt Management

10 Strategies for Effective Technical Debt Management

Technical debt can slow down your projects and inflate costs if left unmanaged. Treat it like financial debt: proactive management, prioritization, and clear processes ensure long-term stability and efficiency. Here’s a detailed approach to managing technical debt effectively.

1. Establish Granular Transparency and Inventory

Start with a detailed accounting of all assets and sources of technical debt. Tie each debt item to business value to understand its impact. This transparency allows your team to make informed decisions and focus on the areas that matter most.

2. Prioritize Based on Business Impact

Assess each technical debt item by potential business risk, value, and urgency. Use scoring models to rank remediation initiatives, ensuring your efforts deliver the greatest impact. Prioritization prevents resources from being wasted on low-impact issues.

3. Integrate Technical Debt Remediation into Governance

Formalize responsibility for technical debt at the highest levels. Make it a regular agenda item in governance meetings, secure long-term funding, and hold teams accountable for progress. Embedding debt management into governance ensures it remains a business priority.

4. Set Clear Objectives and Key Results (OKRs)

Define measurable outcomes for debt reduction and track progress with OKRs. Metrics like time spent on remediation, number of code issues resolved, and reduction in system errors help your team stay focused and accountable.

5. Embed Technical Debt Management into Policies and Processes

Update development policies and guidelines regularly. Identify and manage technical debt at every stage of the development cycle and establish review processes. Institutionalizing these practices ensures debt is controlled before it accumulates.

6. Fund Debt Reduction with Dedicated Budgets

Allocate resources specifically for technical debt remediation. Tie a percentage of IT spend directly to debt reduction and ensure the funding is protected. Dedicated budgets prevent technical debt from being deprioritized in favor of new features.

7. Use Automation and Emerging Technologies

Use AI and intelligent software platforms to detect and assess technical debt automatically. Automation accelerates issue identification and resolution, freeing your team to focus on higher-value work.

8. Encourage a Proactive and Collaborative Culture

Foster a mindset where technical debt is a shared responsibility. Empower cross-functional teams to address debt continuously and encourage regular refactoring. Collaboration ensures debt is managed consistently across the organization.

9. Balance Innovation with Sustainment

Avoid trading long-term system health for short-term feature delivery. Use structured tradeoff analysis to weigh immediate needs against maintenance burdens. This approach preserves system stability while enabling innovation.

10. Monitor, Review, and Iterate

Continuously measure technical debt and review progress through regular business and technical audits. Refine strategies based on outcomes and adapt practices to evolving business needs. Ongoing monitoring ensures your debt never spirals out of control.

How to Track and Reduce Technical Debt?

Measuring technical debt isn’t just a formality; it’s a strategic move that keeps projects on track and prevents small issues from snowballing into major problems. 

The key reasons include:

  • Spotting Problem Areas Early: Using code quality tools helps identify inefficient, outdated, or overly complex code before it slows down development.
  • Controlling Maintenance Costs: Tracking the time spent fixing old code versus building new features shows where technical debt is draining resources.
  • Prioritizing Refactoring: Measuring how often older code needs updates highlights high-debt areas that require immediate attention.
  • Protecting Project Timelines: Monitoring the impact of debt on delivery helps teams plan releases without unexpected delays.
  • Ensuring Transparency and Accountability: Keeping these metrics visible ensures teams make informed decisions and stay aligned, similar to how Shepherd Outsourcing Collections helps businesses track financial health with clear reports.

Now that you understand why measuring technical debt matters, let’s explore practical ways to track it effectively.

Also Read: Understanding How to Settle Your Debt

5 Smart Long-Term Tips for Technical Debt Management

5 Smart Long-Term Tips for Technical Debt Management

Technical debt can quietly slow your business if left unchecked. Small shortcuts or rushed fixes may seem harmless, but over time they make development slower and more expensive. 

Staying proactive ensures your systems stay strong, your team works efficiently, and your business grows without disruptions.

Here’s how you can tackle technical debt effectively over the long term:

1. Train Your Developers to Reduce Debt Early

Rushed code often leads to future problems. Training your team on quality-first practices helps prevent technical debt before it starts.

Tip: Offer regular workshops on clean coding, scalable design, and efficient development to keep code maintainable.

2. Review Projects Regularly

Technical debt can build up unnoticed. Regular checks help you spot issues early and fix them before they escalate.

Tip: Schedule quarterly audits of your codebase to review quality, refactoring needs, and unresolved issues.

3. Automate Testing and Deployment

Manual processes create errors that add to technical debt. Automation catches problems early and speeds up work.

Tip: Use automated testing and continuous integration to ensure reliable, error-free code.

4. Encourage Clear Communication Between Teams

When developers and business teams are not aligned, shortcuts creep in. Open communication ensures priorities match and prevents rushed solutions.

Tip: Hold regular meetings to share goals, flag risks, and discuss technical solutions.

5. Act Early to Prevent Debt from Growing

Ignoring small issues makes them harder and costlier to fix later. A proactive approach keeps development smooth and efficient.

Tip: Track technical debt continuously, fix small issues promptly, and schedule regular refactoring to keep systems healthy.

By following these strategies for technical debt management, you keep your code clean, your team productive, and your projects running smoothly, avoiding costly delays and inefficiencies.

Final Thoughts

Technical debt may not show on a balance sheet, but it impacts costs, productivity, and project timelines. Effective technical debt management means spotting issues early, prioritizing fixes, and keeping systems efficient. 

Regular reviews, refactoring, and clear coding practices help prevent small problems from becoming major setbacks.

If technical debt is slowing your progress, professional guidance can make a difference. Shepherd Outsourcing Collections offers strategies to regain control, reduce pressure, and ensure long-term stability. ‘

Contact us today to manage technical debt and keep your projects on track.

FAQs

1. What exactly is technical debt?

Technical debt occurs when shortcuts or temporary fixes in code are used instead of proper solutions. Over time, it slows development, increases maintenance costs, and lowers code quality.

2. How does technical debt impact software maintenance?

Unmanaged technical debt makes software harder to update, troubleshoot, or scale. It increases bugs, slows releases, and raises ongoing maintenance effort.

3. How can I identify technical debt in my project?

Look for duplicated code, outdated libraries, untested features, or complex modules. Tools like code analyzers or software audits can help quantify it.

4. How often should I check for technical debt?

Monthly for active projects and quarterly for long-term systems is ideal. Regular reviews prevent small issues from turning into costly problems.

5. What steps can reduce technical debt?

Prioritize issues based on risk and impact, refactor code, improve testing, and update dependencies. Focus on areas that slow development or reduce product quality first.

6. Is all technical debt bad for my project?

Not necessarily. Temporary shortcuts can help meet deadlines if tracked and resolved later. Problems arise when debt piles up unchecked.

7. How does refactoring help with technical debt?

Refactoring improves code structure, reduces errors, and keeps the system maintainable. Regular refactoring prevents debt from growing and affecting project stability.

8. Can I manage technical debt without tools?

Yes. A simple tracker or spreadsheet works if issues are logged, prioritized, and scheduled for resolution consistently.