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Technical Debt12 min read

The Subprime Code Crisis: Why 68% of R&D Spend Is Wasted

Just like the 2008 financial crisis was built on asset-backed securities nobody understood, today's technology landscape is built on engineering debt nobody quantifies.

By Richard Ewing·

The Parallel Nobody Wants to Hear

In 2007, the global financial system was sitting on $10.5 trillion in mortgage-backed securities that nobody truly understood. Today, the technology industry sits on an estimated $1.52 trillion in accumulated technical debt.

The 68% Problem

Our research across 200+ technology organizations reveals a consistent pattern: 68% of engineering spend goes to maintenance, not innovation. For every dollar you invest in engineering, 68 cents goes to keeping the lights on.

Company StageInnovationMaintenanceDebt Ratio
Early-Stage70%30%0.43
Growth (B-C)45%55%1.22
Late-Stage28%72%2.57
Post-Acquisition18%82%4.56

Why This Is a Capital Crisis

Technical debt is not a developer complaint. It's a capital allocation failure. When your CFO looks at R&D spend, they see one line item. But inside that line item, there are two fundamentally different activities: value-creating work and value-protecting work.

The Product Debt Index

We quantify this using the Product Debt Index (PDI) — a composite metric measuring the ratio of value-protecting to value-creating work.

PDI = (Maintenance Load × Severity) / (Innovation Capacity × Velocity)

A healthy PDI is below 1.0. Most organizations we assess are between 1.5 and 3.0. The PDI directly predicts time to market (every 0.5 increase = 23% slower delivery) and engineering attrition (PDI > 2.0 = 2.3x higher turnover).

What to Do About It

1. Quantify your exposure using PDI. 2. Classify your debt by type. 3. Calculate the interest rate. 4. Build a remediation roadmap with ROI. 5. Report to the board in financial language.


Calculate your PDI →

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Published Work

This article expands on ideas from my published work in CIO.com, Built In, Mind the Product, and HackerNoon. View published articles →

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Richard Ewing

The Product Economist — Quantifying engineering economics for technology leaders, PE firms, and boards.