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Synapse
February 6, 20260 citationsOpen Access

The Institutional Production of Causation: Predictive Classification and the Governance of Human Behaviour

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HTH. Tamba

Key Points

  • The research examines how institutional systems generate causation through predictive classification, impacting human behavior.
  • Analysis of contemporary predictive systems
  • Historical examination of classification-based governance
  • Investigation of procedural consistency in decision-making
  • Predictive classification reshapes human behavior by altering decision-making processes
  • Allocates resources and structures available opportunities
  • Diffuses responsibility and impacts agency through algorithmic systems

Abstract

Causation is increasingly produced prospectively through institutional systems rather than reconstructed retrospectively from events. Contemporary predictive systems generate causal environments through algorithmic classification, risk scoring, and procedural governance that structure behaviour, allocate resources, and determine outcomes before events occur. This article demonstrates that classification functions as causal infrastructure by enabling governance through probabilistic association without mechanistic explanation. Historical evidence reveals that classification-based governance has long operated through procedural consistency rather than causal understanding, with algorithmic systems automating and scaling this existing institutional logic. The analysis examines how predictive classification reshapes human behaviour by displacing decision-making, restructuring agency, diffusing responsibility, and producing stratified opportunity structures. These findings require reconceptualising causation itself: institutional systems do not measure pre-existing causal relationships but generate causal environments through systematic classification that operates prospectively to structure the conditions under which behaviour emerges.

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Cite This Study

H. Tamba (2026) studied this question.

synapsesocial.com/papers/698585db8f7c464f2300987fhttps://doi.org/10.5281/zenodo.18476659
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Also Consider

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  1. 1Predictive Governance, Institutional Drift, and Correctability2026 · 2 citations
  2. 2Reconstructing Legal Responsibility and Causation in the Age of Algorithms: From Linear Liability to Distributed and Probabilistic Models2026
  3. 3From Inference to Institutional Judgment: Governing AI-Mediated Representations About People2026
  4. 4The AI Stratification Spiral: How Predictive Systems Turn Historical Inequality into Statistical Common Sense2026
  5. 5Causation as Constraint Propagation: A Structural Account Beyond Counterfactuals and Mechanisms2026