Human Debt™ · Concept Authority
Human Debt™ is the accumulated cost of misalignment, cognitive overload, and invisible coordination failures inside organisations. In teams moving fast with AI, it compounds faster than any technical debt — silently, until it collapses execution.
Coined and researched by Duena Blomstrom and Dave Ballantyne. First published in People Before Tech (Palgrave Macmillan, 2020). Canonical definition →
The Framework
The accumulated cost of misunderstood emotions, unspoken disagreements, eroded trust, and invisible coordination failures in organisations. Like technical debt, it compounds over time — but across human systems rather than code. Left unaddressed, it does not stabilise. It grows.
AI-assisted teams move faster, produce more output, and close fewer loops with each other. The gap between apparent productivity and real execution widens. Human Debt accumulates invisibly behind dashboards that show green. When it surfaces, it surfaces as a collapse — not a warning.
When Human Debt and Technical Debt interact under AI acceleration, the compound failure state is Execution Debt — the condition where work appears complete but produces no real outcomes. Execution Integrity is the structural discipline that prevents it.
Regulatory Context
EU AI Act — Article 9 (Risk Management) and Article 14 (Human Oversight) require operators of high-risk AI systems to maintain documented human oversight measures and demonstrate that designated persons understand system capabilities and limitations. Human Debt is the measurable gap between your stated oversight capability and the actual human system behind it.
Article 4 (AI Literacy) requires that staff with AI roles possess sufficient understanding to exercise judgment and oversight. Human Debt levels directly predict whether that judgment is structurally available — or merely assumed.
The Execution Risk Pre-Scan is a structured 90-minute diagnostic that quantifies Human Debt across your team or organisation. You leave with a scored profile and a prioritised action set — not a report. Built for engineering and AI leaders who need a number, not a narrative.
Run the Pre-Scan — €149 Full concept & framework →Single session. No application. Immediate output. Delivered by PeopleNotTech.