Human intelligence
Human workload counterfactual
Compare compensatory human work with a technically admissible alternative.
When it applies
Treat the comparison as estimated workload until savings are observed.
Sources
- Supply Chain Rationalization & Process Mining
- Rationalization.AI
- Measuring Human Intelligence Debt
- Human Intelligence Debt
- HR & Processess Rationalization
- Case Study: Texas-to-Mexico Oilfield Services Transformation: Knowledge Transfer, Industrialization, and Compliance
- Nestlé North America — Where JUBAP Was Named
- The Limits of AI Oversight
- The Attribution Gap and Capability Loss
- The Outlook
- Annex 6 — Ablation, Sufficiency and Extensibility
Relationships
- candidate transfer · To
Discovered value
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
Transmission of tacit judgment
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.
- candidate transfer · From
Process observability
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.
- hypothesis · From
Repeatable internal learning
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.
- candidate transfer · To
Effective response capacity
Automation readiness should account for the review and exception-handling work that remains after routine execution is reduced.
Es un diseño de evaluación, no una afirmación de que la oferta ya use o valide el umbral de agotamiento.
- analogy only · To
Organisational attribution
Reducing compensatory human work and improving capability recognition are distinct outcomes that require separate measures.
HID y Attribution Gap tienen unidades distintas y no deben sumarse como una métrica única.
- candidate transfer · From
Claim status
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.
- candidate transfer · From
Mechanism ablation
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.