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Measuring Human Intelligence Debt
Article
Concepts that cite this source
- Process observability
- Auditable provenance
- Reusable capability
- Cost of Clarity
- Human workload counterfactual
- Transmission of tacit judgment
- Repeatable internal learning
- Usable human capability
- Mechanism ablation
- Claim status
- Discovered value
- Institutional stewardship
- Organisational attribution
- Control burden
- Human Intelligence Debt measurement unit
- Necessary execution and oversight
- Avoidable compensatory work
- Genuine informational contribution
- Capacity recovery coefficient
- Mission activation and closure
- Shared core of qualified evidence
- Defined and self-assessed maturity
- Total intervention cost
- Capability activation conditions
- Human Intelligence Debt
Document comparisons
- candidate transfer · To
HR & Processess Rationalization
Capacity estimates can be strengthened by grading the evidence behind each automation counterfactual.
La automatización técnicamente posible puede ser inapropiada por coste, calidad o riesgo. Horas liberadas no equivalen a valor capturado ni a puestos prescindibles.
- candidate transfer · From
Case Study: Texas-to-Mexico Oilfield Services Transformation: Knowledge Transfer, Industrialization, and Compliance
Knowledge-transfer evidence can include safe novel-exception exercises rather than relying only on document completion.
Los ejercicios deben ser seguros y simulados: no apagar una planta real ni retirar controles. El protocolo HID no demuestra resultados del caso histórico.
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Supply Chain Rationalization & Process Mining
Operational traces can anchor a conservative estimate of compensatory work while leaving their coverage gaps explicit.
La telemetría puede omitir trabajo fuera de pantalla y confundir revisión necesaria con deuda. El paper es un protocolo, no un estimador ya validado.
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Nestlé North America — Where JUBAP Was Named
A future evaluation could separate the cost of building facilitator capability from any later reduction in compensatory coordination work.
El caso no midió HID con el protocolo actual; mayor actividad no es por sí sola mayor deuda ni ahorro.
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The Outlook
The programme's forecasts become testable only when their indicators, populations, time windows and disconfirming outcomes are specified.
Los indicios públicos no son resultados del estudio propuesto ni una predicción ya confirmada.
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Annex 6 — Ablation, Sufficiency and Extensibility
Task simulations could vary integration, data quality and expert support separately to examine which assumptions drive a human-work counterfactual.
Una ablación sintética no identifica por sí sola el efecto causal de una transformación empresarial real.
- documented use · From
Human Intelligence Debt
The task-level protocol operationalizes the earlier role-based framework; its time ratios should not be compared with operator ratios without an explicit conversion model.
Es desarrollo del instrumento descrito, no prueba de que el constructo ya esté validado. No mezclar poblaciones ni reetiquetar retrospectivamente los resultados.
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Architectural Entropy: How Mediated Systems Spend Human “Exergy” and the Partial Irreversibility of Human Intelligence Debt
The recovery coefficient turns the atrophy claim into a bounded question: how much released capacity becomes genuine contribution again for the same capability and cohort?
ρ menor que uno y la irreversibilidad son hipótesis a estimar; no asumir un techo inferior a uno ni llamar recuperación a cambiar a la persona de tarea.
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The Limits of AI Oversight
The oversight-threshold study tests whether added review and reconciliation outweigh removed work, rather than treating guardrail count as a measure of debt.
No todos los controles aumentan carga ni la carga necesaria es deuda. La forma en U y el umbral no se presuponen observados.
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The Harvester Multiplication Problem: Capability Fragmentation, Governance Collapse and the Compounding of Human Intelligence Debt
Capability multiplicity is a screening signal; avoidable compensatory work must still be established from task episodes and a credible replacement counterfactual.
Una suite modular o redundancia deliberada puede ser adecuada. No clasificar todo cambio de ventana o exportación como desperdicio.
- analogy only · From
What Goes Unpriced Is Paid in Human Intelligence
Unpriced clarity may consume human effort, but only the task-level distinction between necessary work and fixable compensation can classify that effort as debt.
No convertir todas las reuniones, auditorías o decisiones de gobierno en HID; parte puede ser NEO o GIC.
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Distributed Tiger Teams VS Freelancer Swarms
A common decision core may reduce human-as-API work, provided the cost of maintaining and qualifying that core is included in the comparison.
No se ha medido aquí ese efecto y un repositorio central puede crear nuevas reconciliaciones.
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Tacit Knowledge Management in Distributed Tiger Teams
A practice-based transmission programme could provide the capability-recovery arm of an HID intervention, separately from the integration fix that releases time.
Aprender otra tarea no eleva automáticamente ρ; contabilizar coste, capacidad objetivo y posible recuperación completa o nula.
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The Anthropology of Tiger Team Activation
A Tiger Team evaluation should include activation, learning and closure costs, while distinguishing necessary mission work from avoidable compensation.
Intensidad, cansancio o coste no bastan para clasificar HID. TTC exige condición y fecha de salida, no una etiqueta indefinida.
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Tiger Team Maturity Model
Validated task measurement can strengthen intervention evidence without by itself upgrading a defined Tiger Team model to quantitatively managed maturity.
La autoevaluación publicada declara que no reclama niveles 4–5. No atribuir una certificación o un salto de madurez nuevo.
- analogy only · From
The Formación Integral © JubAp.Net (JubAp.Net) School of Invisible Talent
Genuine contribution should be classified at the task episode, not inferred from a person's title, credentials or membership in an elite team.
No se clasifica la dignidad de personas ni se presume mecanizable toda tarea de bajo estatus; se examina su función real y su contexto.
- analogy only · From
Entropy, Capability Activation and Sociotechnical Engineering
Carrier availability at an activation threshold and the HID recovery coefficient answer different questions: who can respond now, and what capability returns after the architecture changes.
El protocolo HID no valida por transferencia el radar de κ ni demuestra que una crisis recupere facultades.
- candidate transfer · From
Case Study: Weatherford Multi-Level Information Management for Oilfield Supplier Management
Reusable audit evidence provides a concrete setting for distinguishing avoidable reconstruction from necessary assurance, while measuring the net work of maintaining the shared evidence model.
No se presupone que la reutilización elimine controles ni que los porcentajes iniciales de cumplimiento midan deuda humana.
- hypothesis · From
The Integral Management Society : Institución de frontera desde 1898
The preservation rationale motivates a testable question, while the HID measurement programme explicitly keeps recovery and irreversibility as hypotheses awaiting field evidence.
No presentar la palabra institucional «hallazgo» como resultado empírico de HID. Los ensayos propuestos no se han ejecutado aquí.
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Annex 01K — Human Capacity / Human Intelligence Debt
The 01K extension imports the HID research line while keeping runtime response capacity distinct from instrument-gated architectural debt measurement.
No se ha publicado aquí una cifra HID ni se convierten tokens o carga de supervisión en unidades canónicas del instrumento.
- editorial comparison · From
HR & Processess Rationalization
For a complementary reading, see A research protocol for measuring Human Intelligence Debt.
- editorial comparison · From
Human Intelligence Debt
For a complementary reading, see Measuring Human Intelligence Debt.
- editorial comparison · From
Evidence Notes for the Proposed Human Intelligence Debt Study
For a complementary reading, see The proposed measurement study.
- editorial comparison · To
Information Management as Operational Tracking
For a complementary reading, see An operational-capture model for instrument design.
- editorial comparison · From
How to Measure the Cost of Not Knowing
For a complementary reading, see The Human Intelligence Debt measurement stack.
- editorial comparison · From
Bridge: The Attribution Gap and Capability Loss
For a complementary reading, see The separate Human Intelligence Debt measurement proposal.
Further reading on the original website
- published further reading · To
Human Intelligence Debt
Understand the human intelligence spent compensating for the gaps in an operating architecture.
- published further reading · To
HR & Processess Rationalization
Align workforce capabilities, processes and technology before adding further organisational complexity.
- published further reading · To
Evidence Notes for the Proposed Human Intelligence Debt Study
Review the evidence and study structure supporting research into Human Intelligence Debt.
- published further reading · To
Bridge: The Attribution Gap and Capability Loss
Connect attribution gaps with the loss of capabilities that an organisation fails to recognise.