# Attribution Gap Measurement Protocol Where Human Intelligence Debt and the Attribution Gap arrive at the same place — offered as an observation, not a proof. Document Status — Field Note · Series: The Attribution Gap and Capability Loss Tegrity.AI · The Integral Management Society This bridges two independently developed lines of work: the Human Intelligence Debt series — an account of why automatable human work persists, rooted in the scarcity of governance decision capacity — and the Attribution Gap theory — an account of why firms destroy the capabilities they most depend on, rooted in the divergence between contribution and credit. The two were not built to meet. This note records where they do, keeps each theory’s formal machinery in its own house, and is deliberately modest about what the meeting proves. The convergence is offered as something worth attention — a coincidence between two roads — not as evidence for either theory. The case for that restraint is the last section, and it is the point of the note. Card: https://integralmanagement.ch/atlas-reader/fichas/T1475/ Source publication: https://tegrity.ai/attribution-gap-meassurement-protocol/ RELATIONSHIPS Attribution Gap Measurement Protocol → Poda segura de búsqueda documenta el concepto. Relationship: https://integralmanagement.ch/atlas-reader/relaciones/#r-841f4f8c88ee7a5d Other card: https://integralmanagement.ch/atlas-reader/conceptos/C07/ Attribution Gap Measurement Protocol → Retiro de aplicaciones documenta el concepto. Relationship: https://integralmanagement.ch/atlas-reader/relaciones/#r-a7523dd9c3c7b930 Other card: https://integralmanagement.ch/atlas-reader/conceptos/C08/ Attribution Gap Measurement Protocol → Observabilidad del proceso documenta el concepto. Relationship: https://integralmanagement.ch/atlas-reader/relaciones/pagina-2/#r-c5c364a91e329fa1 Other card: https://integralmanagement.ch/atlas-reader/conceptos/C10/ Attribution Gap Measurement Protocol → Procedencia auditable documenta el concepto. Relationship: https://integralmanagement.ch/atlas-reader/relaciones/pagina-2/#r-89562c48a518aac9 Other card: https://integralmanagement.ch/atlas-reader/conceptos/C12/ Attribution Gap Measurement Protocol → Capacidad reutilizable documenta el concepto. Relationship: https://integralmanagement.ch/atlas-reader/relaciones/pagina-3/#r-57c1ca3bcc23898b Other card: https://integralmanagement.ch/atlas-reader/conceptos/C20/ Attribution Gap Measurement Protocol → Coste de claridad documenta el concepto. Relationship: https://integralmanagement.ch/atlas-reader/relaciones/pagina-6/#r-7af164cce3d5f795 Other card: https://integralmanagement.ch/atlas-reader/conceptos/C32/ Attribution Gap Measurement Protocol → Contribución y reconocimiento documenta el concepto. Relationship: https://integralmanagement.ch/atlas-reader/relaciones/pagina-6/#r-28e6c240b86fb57d Other card: https://integralmanagement.ch/atlas-reader/conceptos/C33/ Attribution Gap Measurement Protocol → Transmisión de juicio tácito documenta el concepto. Relationship: https://integralmanagement.ch/atlas-reader/relaciones/pagina-7/#r-36d91794e3ab2408 Other card: https://integralmanagement.ch/atlas-reader/conceptos/C36/ Attribution Gap Measurement Protocol → Comparación justa documenta el concepto. Relationship: https://integralmanagement.ch/atlas-reader/relaciones/pagina-9/#r-bf0e40802e929c33 Other card: https://integralmanagement.ch/atlas-reader/conceptos/C47/ Attribution Gap Measurement Protocol → Valor descubierto documenta el concepto. Relationship: https://integralmanagement.ch/atlas-reader/relaciones/pagina-11/#r-c65759d4d286997f Other card: https://integralmanagement.ch/atlas-reader/conceptos/C54/ Attribution Gap Measurement Protocol → Evidencia de contribución documenta el concepto. Relationship: https://integralmanagement.ch/atlas-reader/relaciones/pagina-13/#r-7b11b7ad32b54091 Other card: https://integralmanagement.ch/atlas-reader/conceptos/C69/ Attribution Gap Measurement Protocol → Atribución organizativa documenta el concepto. Relationship: https://integralmanagement.ch/atlas-reader/relaciones/pagina-13/#r-878308867908851c Other card: https://integralmanagement.ch/atlas-reader/conceptos/C70/ Attribution Gap Measurement Protocol → Resultado upstream independiente documenta el concepto. Relationship: https://integralmanagement.ch/atlas-reader/relaciones/pagina-14/#r-88addf59bd641ca6 Other card: https://integralmanagement.ch/atlas-reader/conceptos/C80/ Attribution Gap Measurement Protocol → Traducción de captura a arquitectura documenta el concepto. Relationship: https://integralmanagement.ch/atlas-reader/relaciones/pagina-14/#r-b578e47b114b9a9b Other card: https://integralmanagement.ch/atlas-reader/conceptos/C82/ Attribution Gap Measurement Protocol → Madurez definida y autoevaluada documenta el concepto. Relationship: https://integralmanagement.ch/atlas-reader/relaciones/pagina-15/#r-e2848fb8304cb757 Other card: https://integralmanagement.ch/atlas-reader/conceptos/C87/ Attribution Gap Measurement Protocol → Migración y capitalización de capacidad documenta el concepto. Relationship: https://integralmanagement.ch/atlas-reader/relaciones/pagina-16/#r-37035d3ad0ffee9b Other card: https://integralmanagement.ch/atlas-reader/conceptos/C100/ Attribution Gap Measurement Protocol → Nivel y frontera del resultado documenta el concepto. Relationship: https://integralmanagement.ch/atlas-reader/relaciones/pagina-16/#r-1354878ad4638e73 Other card: https://integralmanagement.ch/atlas-reader/conceptos/C102/ Attribution Gap Measurement Protocol → Ciclo exploración–explotación documenta el concepto. Relationship: https://integralmanagement.ch/atlas-reader/relaciones/pagina-17/#r-9264e84a9f9c2d4a Other card: https://integralmanagement.ch/atlas-reader/conceptos/C106/ Attribution Gap Measurement Protocol → Orden parcial de dimensiones no fungibles documenta el concepto. Relationship: https://integralmanagement.ch/atlas-reader/relaciones/pagina-18/#r-98dd388a329ebeee Other card: https://integralmanagement.ch/atlas-reader/conceptos/C123/ Attribution Gap Measurement Protocol → Attribution Gap documenta el concepto. Relationship: https://integralmanagement.ch/atlas-reader/relaciones/pagina-19/#r-a53f8acf7ecd0a3d Other card: https://integralmanagement.ch/atlas-reader/conceptos/G23/ Attribution Gap Measurement Protocol → Case Study: Rationalization in Luxury candidate transfer. An anti-circularity design would separate evidence of technical contribution from evidence of organizational recognition. Relationship: https://integralmanagement.ch/atlas-reader/relaciones/pagina-36/#r-c71e0cf94164d526 Other card: https://integralmanagement.ch/atlas-reader/fichas/E1654/ The Formación Integral © JubAp.Net (JubAp.Net) School of Invisible Talent → Attribution Gap Measurement Protocol hypothesis. The invisible-talent account could motivate a blinded recognition study while retaining a different unit of analysis from the Attribution Gap protocol. Relationship: https://integralmanagement.ch/atlas-reader/relaciones/pagina-36/#r-abd1c5c12947e4cf Other card: https://integralmanagement.ch/atlas-reader/fichas/N1246/ Attribution Gap Measurement Protocol → Southeast Asia Shadow IT and Lakehouse model Rationalization candidate transfer. A useful capability-loss study must include retirements that genuinely remove redundancy as well as those that destroy value. Relationship: https://integralmanagement.ch/atlas-reader/relaciones/pagina-36/#r-9e23f01e1af3d7c8 Other card: https://integralmanagement.ch/atlas-reader/fichas/E1538/ THE DIAMOND INSIDE FRAMEWORK → Attribution Gap Measurement Protocol candidate transfer. Diamond Inside opportunities can be described more precisely by separating technical contribution, current recognition and the route through which value might actually be realized. Relationship: https://integralmanagement.ch/atlas-reader/relaciones/pagina-37/#r-c4ef8e7c0c3d0d85 Other card: https://integralmanagement.ch/atlas-reader/fichas/E1662/ Phylons dynamic combinations → Attribution Gap Measurement Protocol analogy only. A safe search-pruning rule does not justify treating low usage or recognition as evidence that a business capability is dispensable. Relationship: https://integralmanagement.ch/atlas-reader/relaciones/pagina-37/#r-a4fb56cfa7199afe Other card: https://integralmanagement.ch/atlas-reader/fichas/N1833/ Surviving Capability: Why the Field Celebrates What the Theory Condemns → Attribution Gap Measurement Protocol hypothesis. A capability-loss study should include useful survivors, genuine redundancies and documented losses rather than selecting only successful informal adaptations. Relationship: https://integralmanagement.ch/atlas-reader/relaciones/pagina-37/#r-300ad2ddd77b27cb Other card: https://integralmanagement.ch/atlas-reader/fichas/U1792/ The Attribution Gap and Capability Loss → Attribution Gap Measurement Protocol documented use. Lineage establishes dependency, while contribution still requires independently evidenced consequences, substitution conditions and a reliable scoring protocol. Relationship: https://integralmanagement.ch/atlas-reader/relaciones/pagina-37/#r-5ebc29ba18303db0 Other card: https://integralmanagement.ch/atlas-reader/fichas/T1472/ Attribution Gap Measurement Protocol → The Map and The Flow analogy only. Independent dependency and attribution records provide a concrete comparison for the distinction between found flow and declared representation. Relationship: https://integralmanagement.ch/atlas-reader/relaciones/pagina-37/#r-871f900532621930 Other card: https://integralmanagement.ch/atlas-reader/fichas/T1484/ How to Measure the Cost of Not Knowing → Attribution Gap Measurement Protocol analogy only. The cost of obtaining clarity and the contribution of the capability being examined require separate measures and independent interpretations. Relationship: https://integralmanagement.ch/atlas-reader/relaciones/pagina-38/#r-29a1e951765325c0 Other card: https://integralmanagement.ch/atlas-reader/fichas/T1421/ Information Management as Operational Tracking → Attribution Gap Measurement Protocol candidate transfer. The information model can preserve separate dependency and attribution channels, allowing the Attribution Gap protocol to test their divergence without building it into the data. Relationship: https://integralmanagement.ch/atlas-reader/relaciones/pagina-38/#r-cf4b8fcc9e8d8300 Other card: https://integralmanagement.ch/atlas-reader/fichas/N1289/ Tacit Knowledge Management in Distributed Tiger Teams → Attribution Gap Measurement Protocol candidate transfer. Tacit-knowledge concentration can inform a contribution estimate when tied to observable exception handling and replacement conditions rather than reputation. Relationship: https://integralmanagement.ch/atlas-reader/relaciones/pagina-38/#r-d6ee006c5c49e800 Other card: https://integralmanagement.ch/atlas-reader/fichas/N1287/ Tiger Team Maturity Model → Attribution Gap Measurement Protocol analogy only. The stated Level 3 position is a methodological self-assessment, which should remain separate from certification and independently measured intervention performance. Relationship: https://integralmanagement.ch/atlas-reader/relaciones/pagina-38/#r-738782be8132ae1a Other card: https://integralmanagement.ch/atlas-reader/fichas/N1276/ The Formación Integral © JubAp.Net (JubAp.Net) School of Invisible Talent → Attribution Gap Measurement Protocol analogy only. Work-based talent recognition illustrates why visible credentials and demonstrated capability should be assessed separately, while retaining a different unit of analysis from application-level attribution. Relationship: https://integralmanagement.ch/atlas-reader/relaciones/pagina-38/#r-2e3f5e02bb56bfb7 Other card: https://integralmanagement.ch/atlas-reader/fichas/N1246/ Barcelona, Cuba, California, Veracruz: Urban Mobility, Swarm Intelligence and Constraint-Driven Architecture → Attribution Gap Measurement Protocol analogy only. The independent occupancy channel illustrates the measurement discipline behind separating operational evidence from strategically asserted claims, while retaining each instrument's error model. Relationship: https://integralmanagement.ch/atlas-reader/relaciones/pagina-39/#r-a382430f9e90aa53 Other card: https://integralmanagement.ch/atlas-reader/fichas/U1494/ Field Intelligence in Chicontepec and the Texas–Mérida Corridor → Attribution Gap Measurement Protocol candidate transfer. A cross-border follow-up should establish whether the same capability was retained, transferred, duplicated or lost before applying an attribution-gap explanation. Relationship: https://integralmanagement.ch/atlas-reader/relaciones/pagina-39/#r-ca074261d30bb475 Other card: https://integralmanagement.ch/atlas-reader/fichas/U1496/ Entropy, Capability Activation and Sociotechnical Engineering → Attribution Gap Measurement Protocol candidate transfer. The activation study should be assembled before outcomes are known, retaining failed reorganizations and absolute capability benchmarks rather than selecting only impressive survivors. Relationship: https://integralmanagement.ch/atlas-reader/relaciones/pagina-39/#r-0a660f82305b4932 Other card: https://integralmanagement.ch/atlas-reader/fichas/U1498/ El cliclo de la frontera: de Exploradores a Explotadores → Attribution Gap Measurement Protocol candidate transfer. The attribution protocol could help distinguish symbolic prestige from the budget, ownership and decision rights needed to keep an exploratory capability operational. Relationship: https://integralmanagement.ch/atlas-reader/relaciones/pagina-39/#r-effc59372a30c2cf Other card: https://integralmanagement.ch/atlas-reader/fichas/L003/ ACC — A/B/C/D intrínseco al modelo social: composición recursiva, coste de comprensión y residual abierto → Attribution Gap Measurement Protocol candidate transfer. Contribution measurement should separate the reference outcome, the evaluated decision process and the credit assigned, rather than feeding the desired verdict into the measurement. Relationship: https://integralmanagement.ch/atlas-reader/relaciones/pagina-41/#r-be95b82433cf1934 Other card: https://integralmanagement.ch/atlas-reader/fichas/GH071/ ACC — Architectural fidelity review of recent experiments → Attribution Gap Measurement Protocol candidate transfer. Attribution measures should preserve their separate dimensions; improvement in one coordinate does not automatically compensate for an unmeasured or worsening coordinate elsewhere. Relationship: https://integralmanagement.ch/atlas-reader/relaciones/pagina-42/#r-2c501aded0292bee Other card: https://integralmanagement.ch/atlas-reader/fichas/GH079/ China Tech Visibility & Rationalization → Attribution Gap Measurement Protocol editorial comparison. For a complementary reading, see [Measuring recognition at the application-capability level](https://tegrity.ai/attribution-gap-meassurement-protocol/). Relationship: https://integralmanagement.ch/atlas-reader/relaciones/pagina-42/#r-23ab5e31c0417f49 Other card: https://integralmanagement.ch/atlas-reader/fichas/E1535/ Attribution Gap Measurement Protocol → Watchmaking Manufacturing Rationalization editorial comparison. For a complementary reading, see [A manufacturing example of capability hidden inside tools](https://jubap.eu/1557-2/). Relationship: https://integralmanagement.ch/atlas-reader/relaciones/pagina-45/#r-f99f5a602681bd52 Other card: https://integralmanagement.ch/atlas-reader/fichas/E1557/ Structural Awareness Foundation Validation → Attribution Gap Measurement Protocol editorial comparison. For a complementary reading, see [The Attribution Gap measurement protocol](https://tegrity.ai/attribution-gap-meassurement-protocol/). Relationship: https://integralmanagement.ch/atlas-reader/relaciones/pagina-45/#r-c8ca16b19bf11d8f Other card: https://integralmanagement.ch/atlas-reader/fichas/T1518/ 00J — Success Model Case: Proposition-Scoped Provenance — v0.1 → Attribution Gap Measurement Protocol compara el uso de registros de procedencia. El protocolo del Attribution Gap pregunta cómo atribuir contribuciones que una medida agregada puede ocultar. 00J pregunta qué derecho o decisión autoriza un registro específico. Relationship: https://integralmanagement.ch/atlas-reader/relaciones/pagina-49/#r-f04eb5fd16338f8e Other card: https://integralmanagement.ch/atlas-reader/fichas/sac-f69707c059be52/ DDS Potential Contributions Register → Attribution Gap Measurement Protocol referencia de la fuente. La fuente enlaza esta lectura en «8.2 Other article sources» con el rótulo «Published source». Relationship: https://integralmanagement.ch/atlas-reader/relaciones/pagina-75/#r-d3601538439d5f92 Other card: https://integralmanagement.ch/atlas-reader/fichas/sac-31c5add4fe1a12/