{"graphSha256":"f29d7b1eedeb88387238d2abda347f810d2179c5fdbead47c3ef48507ab20ca5","node":{"id":"T874","type":"ficha","title":"Human Intelligence Debt","url":"https://dakleyer.github.io/perspective-beyond/sources/human-intelligence-debt-t874/","original":"https://tegrity.ai/human-intelligence-debt/","aliases":[],"clusters":["tegrity"],"tags":["capacidad-humana","empresa","evidencia"],"summary":"","commit":null,"sourcePath":null,"commitUrl":null,"documentId":"doc-a68c59b41898c09161","tagWeights":{"capacidad-humana":0.75,"empresa":0.125,"evidencia":0.125},"reading":"This paper introduces the concepts of Human Intelligence Contribution Ratio and Human Intelligence Debt as socio-technical metrics for studying the relationship between technology, organisations and human cognitive work. The central question is not whether technology can automate jobs, but whether socio-technical systems progressively liberate human cognition from compensatory data operations into genuine information creation.\n\nThe paper defines an Ideal Operational Intelligence Environment as a theoretical benchmark in which data is captured once, transformed through the best available technology of its period, governed transparently, and embedded in a perfectly understood lean operational flow. Under this ideal condition, humans remain necessary only where they create information that cannot be mechanically inferred, generated or transformed by the best available socio-technical capabilities of the time.\n\nHuman Intelligence Contribution Target (HICT) is defined as the ideal ratio of operators whose role maximises genuine human contribution — that is, the proportion of human operators who would still be required to create genuine information under the ideal state. Human Intelligence Contribution Ratio (HICR) measures the actual proportion of human operators currently performing a role that adds information that cannot be obtained by non-human means — as opposed to operators performing roles that a machine could do at least as well. The difference between the two is Human Intelligence Debt (HID) : the proportion of human operators currently employed in mechanisable roles that the best available architecture of the period could theoretically absorb.\n\nThe paper argues that technological progress tends to increase the Human Intelligence Contribution Target, but field observation suggests that the Human Intelligence Contribution Ratio may often stagnate or decline as organisations accumulate fragmentation, duplicated systems, manual reconciliation, governance friction and human middleware. This produces a structural paradox: technology raises the theoretical ceiling of informational efficiency while organisations may simultaneously increase their real Human Intelligence Debt. The final sections discuss whether Artificial Intelligence may reverse this historical tendency or amplify it, and propose an empirical research agenda.","readingSource":{"url":"https://tegrity.ai/human-intelligence-debt/","section":"Abstract","observed":"2026-11-04","sourceSha256":"91d1db38ae7c1388edd412aa0e0a6c6da5eb8cf5498ccd0986ee3f7033bffd7d"},"readingSummary":"This paper introduces the concepts of Human Intelligence Contribution Ratio and Human Intelligence Debt as socio-technical metrics for studying the relationship between technology, organisations and human cognitive work.","contextTokens":443},"relations":[["apoyo:T874:C34","T874","C34","documenta el concepto","",null,"apoyo",""],["apoyo:T874:C70","T874","C70","documenta el concepto","",null,"apoyo",""],["apoyo:T874:C73","T874","C73","documenta el concepto","",null,"apoyo",""],["apoyo:T874:C75","T874","C75","documenta el concepto","",null,"apoyo",""],["apoyo:T874:G21","T874","G21","documenta el concepto","",null,"apoyo",""],["documento:M034","T874","T1472","analogy only","Reducing compensatory human work and improving capability recognition are distinct outcomes that require separate measures.",null,"documento","HID y Attribution Gap tienen unidades distintas y no deben sumarse como una métrica única."],["documento:F001","T874","T1400","documented use","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.",null,"documento","Es desarrollo del instrumento descrito, no prueba de que el constructo ya esté validado. No mezclar poblaciones ni reetiquetar retrospectivamente los resultados."],["documento:R009","E1630","T874","editorial comparison","For a complementary reading, see [Human Intelligence Debt: a separate architectural question](https://tegrity.ai/human-intelligence-debt/).",null,"documento",""],["documento:R084","N1263","T874","editorial comparison","For a complementary reading, see [Human Intelligence Debt and the single-capture principle](https://tegrity.ai/human-intelligence-debt/).",null,"documento",""],["documento:R133","N1285","T874","editorial comparison","For a complementary reading, see [Human Intelligence Debt as a separate measurement object](https://tegrity.ai/human-intelligence-debt/).",null,"documento",""],["documento:R167","T1391","T874","editorial comparison","For a complementary reading, see [The Human Intelligence Debt definitions](https://tegrity.ai/human-intelligence-debt/).",null,"documento",""],["documento:R169","T874","T1400","editorial comparison","For a complementary reading, see [Measuring Human Intelligence Debt](https://tegrity.ai/meassuring-human-intelligence-debt/).",null,"documento",""],["documento:R181","T1425","T874","editorial comparison","For a complementary reading, see [Human Intelligence Debt: definitions and scope](https://tegrity.ai/human-intelligence-debt/).",null,"documento",""],["documento:R221","T3083","T874","editorial comparison","For a complementary reading, see [Human Intelligence Debt: a bounded architectural research question](https://tegrity.ai/human-intelligence-debt/).",null,"documento",""],["documento:sac-rel-2bf12aa343a51f","GH037","T874","desarrolla una aplicación arquitectónica","El concepto de deuda explica el trabajo compensatorio. El anexo lo conecta con una vía de escalada con restricciones de competencia y tiempo.","https://github.com/dakleyer/structural-awareness-contributions/blob/11fbac15d6f2b790d459ab507633b2293e302709/research/ecosystem-awareness/baseline/01K_HUMAN_INTELLIGENCE_CAPACITY_ESCALATION_AND_DEBT_PROFILE_v0.1.md","documento",""],["documento:sac-rel-1a49175c319c9d","sac-31c5add4fe1a12","T874","referencia de la fuente","La fuente enlaza esta lectura en «8.2 Other article sources» con el rótulo «Published source».","https://github.com/dakleyer/structural-awareness-contributions/blob/58662e16cf6641e7f0c73b6ab30047abcf68d659/research/ecosystem-awareness/DDS_POTENTIAL_CONTRIBUTIONS_REGISTER_v0.1.md","documento",""],["documento:dialogue-bridge-D-286-T874","D-286","T874","puente de lectura","El trabajo humano que compensa aplicaciones desconectadas permite contrastar la deuda de arquitectura con Human Intelligence Debt: esfuerzo de mediación que la solución local no registra.",null,"documento",""]]}