# The Attribution Gap and Capability Loss

Healthy, growing firms repeatedly destroy capabilities they still depend on — not the weakest applications in a portfolio, but, disproportionately, some of the strongest. This paper explains that paradox as an architecture problem, not a capability problem. In an enterprise, the real information flow (applications transforming information that contributes to what the enterprise sells, delivers, protects, or is required to maintain) and the architecture of that flow (the firm’s model of who contributes what, and who depends on whom) are two distinct levels. The capabilities live on the first level; rationalization decisions are made on the second. The central claim is that the architecture decays relative to reality — and that it decays for economic reasons, not technical ones. The wedge between the two is the attribution gap : the difference between an application’s contribution (the value it really adds, traceable through information lineage) and its attribution (the credit it receives, which is what moves budget). Because making a dependency explicit assigns the property right and transfers the rent to the source, every actor has a standing incentive to keep dependencies implicit while securing the inputs they rely on. Under that incentive the gap’s expected direction is widening across decision cycles — through a control-grab in bad times and a contest of heroes in good times — until the firm can no longer reliably see, on its own map, which capabilities are load-bearing. At the moment of the cut, even with information on the table, the decision turns on will: a governance body asks who will own and be accountable for the critical capability, and the answer is silence. The unowned high-contributor is cut, in the disguise of “retiring legacy” or “not deploying the new,” with its value still in it.

The paper proposes the firm-level theory as practice-grounded and put forward for testing — the phenomenon directly witnessed from both sides of these decisions across roughly twenty-five years of rationalization practice, the mechanism offered for refutation rather than claimed as proven — and states falsifiable predictions on records firms already hold: a discovery gap whose shadow set is enriched for high-contribution applications; the silence at the ownership question; a wedge between acquisition price and subsequent internal attribution; a build-versus-buy inversion traceable as rejected-build-then-external-buy of the same capability; and “rationalization scars,” critical capabilities fragmented into undocumented legacy remnants. A controlled comparison of two governance treatments — clarity-only versus revaluation-then-clarity — is the decisive test. A generalization to the wider economy is offered separately and fenced as conjecture, with its strongest rival (trade and comparative advantage) named.

Card: https://integralmanagement.ch/atlas-reader/fichas/T1472/
Source publication: https://tegrity.ai/the-attribution-gap-and-capability-loss/

RELATIONSHIPS
The Attribution Gap and Capability Loss → Retiro de aplicaciones
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Relationship: https://integralmanagement.ch/atlas-reader/relaciones/#r-fd489bd0d9065d2d
Other card: https://integralmanagement.ch/atlas-reader/conceptos/C08/

The Attribution Gap and Capability Loss → Procedencia auditable
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Relationship: https://integralmanagement.ch/atlas-reader/relaciones/pagina-2/#r-c4c37b264680d400
Other card: https://integralmanagement.ch/atlas-reader/conceptos/C12/

The Attribution Gap and Capability Loss → Capacidad reutilizable
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Relationship: https://integralmanagement.ch/atlas-reader/relaciones/pagina-3/#r-d0846a72ffbdb1e5
Other card: https://integralmanagement.ch/atlas-reader/conceptos/C20/

The Attribution Gap and Capability Loss → Autoridad de decisión
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Relationship: https://integralmanagement.ch/atlas-reader/relaciones/pagina-5/#r-69175538d9c87fc9
Other card: https://integralmanagement.ch/atlas-reader/conceptos/C26/

The Attribution Gap and Capability Loss → Contribución y reconocimiento
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Relationship: https://integralmanagement.ch/atlas-reader/relaciones/pagina-6/#r-ab82354ea3ff7d12
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The Attribution Gap and Capability Loss → Contrafactual de carga humana
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Relationship: https://integralmanagement.ch/atlas-reader/relaciones/pagina-7/#r-bc4ad0532f59955f
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The Attribution Gap and Capability Loss → Carga de coordinación
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Relationship: https://integralmanagement.ch/atlas-reader/relaciones/pagina-7/#r-e3a214910c9dd7ae
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The Attribution Gap and Capability Loss → Aprendizaje interno repetible
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Relationship: https://integralmanagement.ch/atlas-reader/relaciones/pagina-7/#r-92e621d6a30cf89d
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The Attribution Gap and Capability Loss → Valor descubierto
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Relationship: https://integralmanagement.ch/atlas-reader/relaciones/pagina-11/#r-51b9df5b5056f2d9
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The Attribution Gap and Capability Loss → Custodia institucional
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Relationship: https://integralmanagement.ch/atlas-reader/relaciones/pagina-11/#r-6dd349ad1d2b8df8
Other card: https://integralmanagement.ch/atlas-reader/conceptos/C56/

The Attribution Gap and Capability Loss → Decisión de arquitectura
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Relationship: https://integralmanagement.ch/atlas-reader/relaciones/pagina-12/#r-81ef1ac5629fab6f
Other card: https://integralmanagement.ch/atlas-reader/conceptos/C67/

The Attribution Gap and Capability Loss → Evidencia de contribución
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Relationship: https://integralmanagement.ch/atlas-reader/relaciones/pagina-13/#r-bcb1299d08cedb35
Other card: https://integralmanagement.ch/atlas-reader/conceptos/C69/

The Attribution Gap and Capability Loss → Atribución organizativa
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Relationship: https://integralmanagement.ch/atlas-reader/relaciones/pagina-13/#r-1399d11b5ed39ee4
Other card: https://integralmanagement.ch/atlas-reader/conceptos/C70/

The Attribution Gap and Capability Loss → Revaloración antes de clarificar
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Relationship: https://integralmanagement.ch/atlas-reader/relaciones/pagina-14/#r-5a16b93584f67e91
Other card: https://integralmanagement.ch/atlas-reader/conceptos/C78/

The Attribution Gap and Capability Loss → Capacidad interna después de la salida
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Relationship: https://integralmanagement.ch/atlas-reader/relaciones/pagina-15/#r-41c814f3281bc471
Other card: https://integralmanagement.ch/atlas-reader/conceptos/C90/

The Attribution Gap and Capability Loss → Compensación de externalidades de red
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Relationship: https://integralmanagement.ch/atlas-reader/relaciones/pagina-16/#r-a069c31cad64698a
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The Attribution Gap and Capability Loss → Migración y capitalización de capacidad
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Relationship: https://integralmanagement.ch/atlas-reader/relaciones/pagina-16/#r-946f97d30a7c89f1
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The Attribution Gap and Capability Loss → Compresión narrativa de capacidad
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Relationship: https://integralmanagement.ch/atlas-reader/relaciones/pagina-17/#r-31c8e45285f8d6a7
Other card: https://integralmanagement.ch/atlas-reader/conceptos/C107/

The Attribution Gap and Capability Loss → Informational Friction / coste de claridad
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Relationship: https://integralmanagement.ch/atlas-reader/relaciones/pagina-19/#r-7ba48a0ac74177cf
Other card: https://integralmanagement.ch/atlas-reader/conceptos/G22/

The Attribution Gap and Capability Loss → Attribution Gap
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Relationship: https://integralmanagement.ch/atlas-reader/relaciones/pagina-19/#r-33f33c8c22de9dd6
Other card: https://integralmanagement.ch/atlas-reader/conceptos/G23/

JubAp.Net Frontier Operations Role in the IMSV.org Circle → The Attribution Gap and Capability Loss
analogy only. Institutional preservation can keep a capability available while leaving its contribution, recognition and legal rights as separate questions.
Relationship: https://integralmanagement.ch/atlas-reader/relaciones/pagina-37/#r-689891b8d21805ad
Other card: https://integralmanagement.ch/atlas-reader/fichas/N1441/

Human Intelligence Debt → The Attribution Gap and Capability Loss
analogy only. Reducing compensatory human work and improving capability recognition are distinct outcomes that require separate measures.
Relationship: https://integralmanagement.ch/atlas-reader/relaciones/pagina-37/#r-5a9dc8293f945235
Other card: https://integralmanagement.ch/atlas-reader/fichas/T874/

The Human Intelligence Debt Dilemma: A Game-Theoretic Account of Why Rational Agents Build Irrational Architectures → The Attribution Gap and Capability Loss
analogy only. The attribution ratchet sharpens one incentive mechanism behind architectural complexity: blame remains attached to the source while credit is captured downstream.
Relationship: https://integralmanagement.ch/atlas-reader/relaciones/pagina-37/#r-3e96a88c67824cf7
Other card: https://integralmanagement.ch/atlas-reader/fichas/T902/

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/T1475/

When Cleaning Up Means Betting Blind → The Attribution Gap and Capability Loss
documented use. The proposed sequence is to reconstruct contribution and replacement consequences before turning ownership clarity into a capability-retirement decision.
Relationship: https://integralmanagement.ch/atlas-reader/relaciones/pagina-38/#r-6670aac4c6aa39bc
Other card: https://integralmanagement.ch/atlas-reader/fichas/T1419/

The Coordination Entropy Trap in Large Scale Programs → The Attribution Gap and Capability Loss
analogy only. Before replacing a local database, reconstruct the corrections and capabilities it supports; a cleaner ownership map is not evidence that its contribution has been replaced.
Relationship: https://integralmanagement.ch/atlas-reader/relaciones/pagina-38/#r-3ce4358fd69972b8
Other card: https://integralmanagement.ch/atlas-reader/fichas/N1285/

JubAp.Net Tiger Team Model → The Attribution Gap and Capability Loss
analogy only. Compressed accountability should not become concentrated blame without matching authority or visible contribution.
Relationship: https://integralmanagement.ch/atlas-reader/relaciones/pagina-38/#r-47501a7f5e092b2f
Other card: https://integralmanagement.ch/atlas-reader/fichas/N1295/

Tiger Team Compression Model → The Attribution Gap and Capability Loss
candidate transfer. Successful engineering needs an institutional handover that preserves ownership, maintenance capacity and recognition after the intervention team leaves.
Relationship: https://integralmanagement.ch/atlas-reader/relaciones/pagina-38/#r-77f912c3c0926b09
Other card: https://integralmanagement.ch/atlas-reader/fichas/N1292/

JubAp.Net GEPLAN and the Hidden Logistics Lab Behind PEMEX Operations → The Attribution Gap and Capability Loss
analogy only. An expanding operational role can reveal previously unrecognized capability, which still requires bounded contribution and replacement evidence before being valued.
Relationship: https://integralmanagement.ch/atlas-reader/relaciones/pagina-38/#r-2040cb353a8acadf
Other card: https://integralmanagement.ch/atlas-reader/fichas/N1258/

Nestlé North America — Where JUBAP Was Named → The Attribution Gap and Capability Loss
analogy only. Facilitator capability can outlast an intervention only if learning is accompanied by durable ownership, resourcing and recognition, rather than enthusiasm alone.
Relationship: https://integralmanagement.ch/atlas-reader/relaciones/pagina-38/#r-6d94093b80a43781
Other card: https://integralmanagement.ch/atlas-reader/fichas/E1636/

THE DIAMOND INSIDE FRAMEWORK → The Attribution Gap and Capability Loss
analogy only. Diamond Inside's value-discovery proposition can be examined through the revaluation-before-clarification hypothesis without treating a potential opportunity as realized financial value.
Relationship: https://integralmanagement.ch/atlas-reader/relaciones/pagina-38/#r-4db931a237736693
Other card: https://integralmanagement.ch/atlas-reader/fichas/E1662/

Field Intelligence in Chicontepec and the Texas–Mérida Corridor → The Attribution Gap and Capability Loss
analogy only. The corridor invites a bounded attribution study of where a capability is created, maintained and capitalized, rather than inferring its value from the location that books the revenue.
Relationship: https://integralmanagement.ch/atlas-reader/relaciones/pagina-39/#r-6596054aa81e9499
Other card: https://integralmanagement.ch/atlas-reader/fichas/U1496/

Surviving Capability: Why the Field Celebrates What the Theory Condemns → The Attribution Gap and Capability Loss
analogy only. The transfer-compensation example shows why network value may require funding the contributing node even when its local ledger understates the benefit it creates elsewhere.
Relationship: https://integralmanagement.ch/atlas-reader/relaciones/pagina-39/#r-513175c538207b9e
Other card: https://integralmanagement.ch/atlas-reader/fichas/U1792/

Narrativa, centro y frontera: por qué los modelos simples fallan cuando llega la implementación → The Attribution Gap and Capability Loss
hypothesis. One testable link is whether the visible model receives resources and credit while the less visible capabilities on which it depends remain under-attributed.
Relationship: https://integralmanagement.ch/atlas-reader/relaciones/pagina-39/#r-89f444a85e9848ea
Other card: https://integralmanagement.ch/atlas-reader/fichas/L002/

The Attribution Gap and Capability Loss → Narrativa, centro y frontera: por qué los modelos simples fallan cuando llega la implementación
hypothesis. Narrative compression is one possible visibility mechanism to examine when contribution and attribution diverge; it should be traced through actual resource and authority decisions.
Relationship: https://integralmanagement.ch/atlas-reader/relaciones/pagina-40/#r-0abd0472d395d3e6
Other card: https://integralmanagement.ch/atlas-reader/fichas/L002/

Reference Failure Scenario and Quality-Gate Plan: Rights-Provenance Inversion — “The Author Pays for Their Own Work” → The Attribution Gap and Capability Loss
analogy only. Authentic provenance, permission to use and contribution credit are different propositions; evidence for one should not silently decide the others.
Relationship: https://integralmanagement.ch/atlas-reader/relaciones/pagina-41/#r-d7107600fa1366ca
Other card: https://integralmanagement.ch/atlas-reader/fichas/GH046/

The Attribution Gap and Capability Loss → Annex 01K-A02 — Human Intelligence Debt: aceleración económica y experimentos de segundo orden
hypothesis. A later economic question is whether correcting attribution changes effective withdrawal and allocation rights, rather than only symbolic credit.
Relationship: https://integralmanagement.ch/atlas-reader/relaciones/pagina-41/#r-d68b588c86f94535
Other card: https://integralmanagement.ch/atlas-reader/fichas/GH040/

THE DIAMOND INSIDE FRAMEWORK → The Attribution Gap and Capability Loss
editorial comparison. For a complementary reading, see [Why useful capabilities lose attribution](https://tegrity.ai/the-attribution-gap-and-capability-loss/).
Relationship: https://integralmanagement.ch/atlas-reader/relaciones/pagina-42/#r-1b8b38b759554c00
Other card: https://integralmanagement.ch/atlas-reader/fichas/E1662/

Southeast Asia Shadow IT and Lakehouse model Rationalization → The Attribution Gap and Capability Loss
editorial comparison. For a complementary reading, see [Capability loss through the Attribution Gap](https://tegrity.ai/the-attribution-gap-and-capability-loss/).
Relationship: https://integralmanagement.ch/atlas-reader/relaciones/pagina-42/#r-7015c32adb4c0922
Other card: https://integralmanagement.ch/atlas-reader/fichas/E1538/

Watchmaking Manufacturing Rationalization → The Attribution Gap and Capability Loss
editorial comparison. For a complementary reading, see [The Attribution Gap and capability preservation](https://tegrity.ai/the-attribution-gap-and-capability-loss/).
Relationship: https://integralmanagement.ch/atlas-reader/relaciones/pagina-42/#r-21a6eef1e3c86443
Other card: https://integralmanagement.ch/atlas-reader/fichas/E1557/

Event Intelligence → The Attribution Gap and Capability Loss
editorial comparison. For a complementary reading, see [Why reusable capability can remain unattributed](https://tegrity.ai/the-attribution-gap-and-capability-loss/).
Relationship: https://integralmanagement.ch/atlas-reader/relaciones/pagina-42/#r-1b1b179427901251
Other card: https://integralmanagement.ch/atlas-reader/fichas/E1563/

Field Intelligence in Chicontepec and the Texas–Mérida Corridor → The Attribution Gap and Capability Loss
editorial comparison. For a complementary reading, see [The Attribution Gap and cross-border capability](https://tegrity.ai/the-attribution-gap-and-capability-loss/).
Relationship: https://integralmanagement.ch/atlas-reader/relaciones/pagina-43/#r-876e7e397da87368
Other card: https://integralmanagement.ch/atlas-reader/fichas/U1496/

The Formación Integral © JubAp.Net (JubAp.Net) School of Invisible Talent → The Attribution Gap and Capability Loss
editorial comparison. For a complementary reading, see [Capability recognition and the Attribution Gap](https://tegrity.ai/the-attribution-gap-and-capability-loss/).
Relationship: https://integralmanagement.ch/atlas-reader/relaciones/pagina-44/#r-8ff087ca0ecc42fd
Other card: https://integralmanagement.ch/atlas-reader/fichas/N1246/

The Attribution Gap and Capability Loss → Southeast Asia Shadow IT and Lakehouse model Rationalization
editorial comparison. For a complementary reading, see [Discovering hidden capabilities before rationalization](https://jubap.eu/southeast-asia-shadow-it-and-lakehouse-model-rationalization/).
Relationship: https://integralmanagement.ch/atlas-reader/relaciones/pagina-45/#r-0a842e9c156295a6
Other card: https://integralmanagement.ch/atlas-reader/fichas/E1538/

DDS Potential Contributions Register → The Attribution Gap and Capability Loss
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-ae0294d6555d8d9f
Other card: https://integralmanagement.ch/atlas-reader/fichas/sac-31c5add4fe1a12/

La solución pudo decirse muchas veces y seguir siendo inaudible → The Attribution Gap and Capability Loss
puente de lectura. Una contribución que circula sin ser reconocida permite leer el Attribution Gap desde la capacidad que la organización deja de percibir y, por ello, puede dejar de sostener.
Relationship: https://integralmanagement.ch/atlas-reader/relaciones/pagina-180/#r-3ad3bb80236f75a6
Other card: https://integralmanagement.ch/atlas-reader/fichas/D-271/

La propiedad intelectual protege una etapa, no toda la vida de una capacidad → The Attribution Gap and Capability Loss
puente de lectura. El ciclo de descubrimiento, atribución y transferencia permite preguntar qué capacidad se pierde cuando solo se reconoce un resultado, pero no a quienes lo hacen posible.
Relationship: https://integralmanagement.ch/atlas-reader/relaciones/pagina-180/#r-b219bf5eea2b69c3
Other card: https://integralmanagement.ch/atlas-reader/fichas/D-297/