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AI Governance (Ostromian Reading)

The regulatory, institutional, and normative arrangements governing AI development and deployment — reframed through Ostrom's framework as a polycentric governance challenge requiring coordination across multiple scales rather than the market-versus-state binary that currently dominates the debate.
AI governance, viewed through Ostrom's institutional lens, is neither a market question nor a regulatory question but a polycentric governance challenge. The current debate oscillates between advocates of market solutions (let companies compete, let innovation proceed unimpeded) and advocates of state solutions (regulate AI development, establish government oversight bodies). The oscillation reproduces the conceptual error Ostrom spent her career dismantling: the assumption that market and state exhaust the available institutional possibilities.
AI Governance (Ostromian Reading)
AI Governance (Ostromian Reading)

In The You On AI Encyclopedia

Ostrom's research demonstrated that between market and state lies a vast institutional landscape of self-governing arrangements, community-based management systems, polycentric governance structures, and hybrid institutional forms that combine elements of public, private, and communal governance in configurations that neither paradigm can adequately describe. The intelligence commons presents collective-action problems that Ostrom's framework illuminates with particular clarity.

Community governance has structural advantages that neither market nor state governance possesses. Informational advantages: practitioners who work with AI tools daily know things about the resource that no external monitor can observe. Motivational advantages: people who bear the consequences of governance failure have the strongest incentives to get governance right. Adaptive advantages: governance decisions can be modified quickly without the delays inherent in centralized regulatory processes. Legitimacy advantages: rules that emerge from collective deliberation within the community command greater compliance than rules imposed from outside.

Polycentric Governance
Polycentric Governance

This is not to suggest community governance is sufficient alone. Ostrom was no anarchist. State authority is necessary for antitrust enforcement, international coordination, and legal protection of community governance arrangements against corporate override. Market mechanisms are essential for efficient resource allocation and innovation incentives. The argument is not that community governance replaces market and state governance. The argument is that it occupies institutional space neither market nor state can adequately fill, and that ignoring this space produces governance arrangements systematically less effective than those incorporating all three mechanisms.

A 2025 study in Global Public Policy and Governance applying Ostrom's framework to AI governance among the US, China, and the EU found that the documented governance failures were predominantly coordination failures rather than capacity failures. The researchers concluded that a polycentric multilevel arrangement of governance mechanisms would be more effective than any single centralized mechanism, provided that the arrangement included the coordination infrastructure that polycentricity requires.

Origin

The Ostromian reading of AI governance emerged as scholars at the Ostrom Workshop and related research programs began applying the IAD framework and eight design principles to the AI domain, particularly as the limitations of the market-versus-state binary became analytically apparent.

Key Ideas

False binary. Market and state do not exhaust the institutional possibilities; community self-governance is a viable third option.

Community governance has structural advantages that neither market nor state governance possesses

Four structural advantages. Community governance brings informational, motivational, adaptive, and legitimacy advantages.

Not a replacement. Community governance complements rather than replaces market and state arrangements.

Coordination failure diagnosis. Current AI governance failures are predominantly coordination failures between existing governance centers, not capacity failures within any single center.

Further Reading

  1. Ostrom, "Beyond Markets and States" (Nobel Lecture, 2009)
  2. "Polycentric AI Governance in US, China, EU" (Global Public Policy and Governance, 2025)
  3. Christos Makridis, "Polycentric Governance of AI" (Review of Austrian Economics, 2025)
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