
Shepherd Outsourcing opened its doors in 2021, and has been providing great services to the ARM industry ever since.
About
Address
©2024 by Shepherd Outsourcing.
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 It’s the shortcuts, quick fixes, or outdated code that can slow development, cause errors, and increase costs over time.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.
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Debt itself isn’t inherently bad; it becomes a problem when outdated code, incomplete documentation, or missed refactoring cycles start affecting product performance and scalability.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:
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.
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:
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

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.
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.
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.
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.
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.
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.
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.
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.
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.
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.
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.
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:
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

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:
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.
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.
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.
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.
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.
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.
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.
Unmanaged technical debt makes software harder to update, troubleshoot, or scale. It increases bugs, slows releases, and raises ongoing maintenance effort.
Look for duplicated code, outdated libraries, untested features, or complex modules. Tools like code analyzers or software audits can help quantify it.
Monthly for active projects and quarterly for long-term systems is ideal. Regular reviews prevent small issues from turning into costly problems.
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.
Not necessarily. Temporary shortcuts can help meet deadlines if tracked and resolved later. Problems arise when debt piles up unchecked.
Refactoring improves code structure, reduces errors, and keeps the system maintainable. Regular refactoring prevents debt from growing and affecting project stability.
Yes. A simple tracker or spreadsheet works if issues are logged, prioritized, and scheduled for resolution consistently.