Research Initiative Mizan 2026

A diagnostic research initiative

Governance diagnostics for reviewability in digitally mediated systems.

Mizan examines whether governance and administrative systems remain reviewable when decisions are shaped by digital infrastructure, workflow automation, triage systems, or computational support.

Mizan does not determine legal validity, provide legal advice, certify compliance, or replace judicial review. Its function is analytical and research‑oriented.

Function
Diagnostic research
Domain
Reviewability
Status
Active
Independent of
Legitimacy Standards
§ 01 Research

Core research question

When decision‑making becomes distributed across systems, workflows, and human actors, can a reviewing body still reconstruct how authority was exercised?

Mizan studies this question by examining:

  1. 01administrative records
  2. 02contemporaneous reasons
  3. 03evidentiary engagement
  4. 04procedural architecture
  5. 05system influence indicators
  6. 06reviewability conditions
§ 02 Concepts

Foundational concepts

Material system influence

System level processes that plausibly structure or constrain the decision space in a manner capable of affecting outcome.

Translation deficit

The absence of contemporaneous legal reasoning connecting system influence to statutory analysis.

Technical substitution

Post hoc technical explanations that describe system operation without supplying original legal justification.

Legal translation

The articulation linking system outputs, classifications, or workflow effects to statutory reasoning in the individual case.

Contemporaneity

The requirement that justification exist at the time authority is exercised.

§ 03 Framework

System Influence Framework

The System Influence Framework operates within existing reasonableness review principles.

It asks:

  1. 01 Was there material system influence?
  2. 02 Was that influence translated into contemporaneous legal reasons?
  3. 03 Does later explanation amount to technical substitution?
Download System Influence Framework (PDF) · forthcoming
§ 04 Relationship

Relationship to Legitimacy Standards

Mizan may generate research findings, diagnostic observations, and empirical insights that inform future standards development.

Legitimacy Standards remains institutionally separate and develops non‑binding evaluative frameworks through its own governance and methodology process.

§ 05 Limitations

Limitations

Mizan does not:

  1. 01issue legal determinations
  2. 02provide legal advice
  3. 03predict litigation outcomes
  4. 04certify institutional legality
  5. 05replace courts or oversight bodies
  6. 06evaluate political legitimacy