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Engineering Metrics6 min read

How to Translate DORA Metrics into Financial Technical Debt

Deployment frequency and lead times are useful for engineers, but CFOs need dollar values. Here is the formula.

By Richard Ewing·

The Financial Translation Layer

Engineering leaders frequently present DORA metrics (Deployment Frequency, Lead Time, Change Failure Rate, MTTR) to executive boards to justify refactoring budgets. The problem? Boards do not allocate capital based on "Deployment Frequency." They allocate capital based on Return on Invested Capital (ROIC) and risk mitigation.

To secure budget for system modernization, you must convert DORA regressions into dollar-cost abstractions. A rising Change Failure Rate isn't just an operational nuisance; it is an active tax on engineering payroll. By applying core technical debt principles, you can map the exact number of hours lost to incident recovery against the fully-loaded cost of your engineering team.

Translating MTTR to Bleed Rate

If your Mean Time To Recovery (MTTR) increases by 2 hours over a quarter across 50 engineers averaging $150/hr, that is a hard financial loss. Showing CFOs the literal bleed rate of technical debt guarantees funding for the fix.

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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.