Glossary entry

Explainability for Accountability

Glossary entry in Ethotechnic capabilities (what systems must be able to do). Definitions, checks, and evidence for Explainability for Accountability.

Quick takeaways

Explanations that are actionable, not decorative.

Definition

Explanations that are actionable, not decorative. They identify the decision owner, the data or policy basis, and how the outcome can be corrected, enabling contestability and audits. Explainability for accountability is legibility plus a working correction path.

Related concepts

Also tagged: Agency

Also tagged: Visibility

If this is present, check for

Signals and companion artifacts to verify when this term shows up.

If this is missing, expect

Outcomes to watch for when this capability is absent.

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Cite this glossary entry Formats: APA, MLA, Chicago, BibTeX, RIS

Version

v1.4.0

Last updated

Sep 18, 2026

DOI

Pending Zenodo deposit

APA

Ethotechnics Institute Research Team. (2026). Explainability for Accountability. Ethotechnics glossary. https://ethotechnics.org/glossary/explainability-for-accountability

MLA

Ethotechnics Institute Research Team. "Explainability for Accountability." Ethotechnics glossary, 2026, https://ethotechnics.org/glossary/explainability-for-accountability.

Chicago

Ethotechnics Institute Research Team. "Explainability for Accountability." Ethotechnics glossary. Sep 18, 2026. https://ethotechnics.org/glossary/explainability-for-accountability.

BibTeX

@misc{glossary_explainability-for-accountability,
  title={Explainability for Accountability},
  author={Ethotechnics Institute Research Team},
  year={2026},
  howpublished={Ethotechnics glossary},
  url={https://ethotechnics.org/glossary/explainability-for-accountability},
  version={v1.4.0}
}

RIS

TY  - WEB
TI  - Explainability for Accountability
AU  - Ethotechnics Institute Research Team
PY  - 2026
UR  - https://ethotechnics.org/glossary/explainability-for-accountability
ER  -

Scholarly metadata

Authorship

Contact: research@ethotechnics.org

Publication details

  • Published: Dec 3, 2025
  • Last updated: Sep 18, 2026
  • Version: v1.4.0
  • DOI: Pending Zenodo deposit

License: CC BY-SA 4.0

Credit Ethotechnics Institute, include the term title + version, and link to the glossary permalink.

Archive: Wayback Machine history

Changelog

  • v1.7.0 · 2026-09-18 — Added Non-Finality, Consequential Contradiction, and The Excluded Case, and generalized the falsified denominator into the falsified ledger — completing the five concerns and the fallibilist ground they stand on.
  • v1.6.0 · 2026-09-18 — Added Human Non-Substitutability, Safe Incompleteness, Anti-Conversion Rights, Abstention, Constitutional Debt, Discretion Migration, and Corrigibility Rent — the person-side principles, the three abstentions, and the rent concept.
  • v1.5.0 · 2026-09-18 — Added Exception Absorption, Exception Learning, Case Corrigibility, Structural Corrigibility, Institutional Learning, Corrective Debt, and the Workaround Presumption, formalizing the historical turn: reading institutions through their failure trajectories rather than their stated controls.
  • v1.4.0 · 2026-09-18 — Added Residual Complexity, Complexity Displacement, Falsified Denominator, Closure Without Remainder, Constitutional Governance, and Post-Optimization Rigor, embedding the foundational contention of burden redistribution.
  • v1.3.0 · 2026-09-11 — Added Attestation, Liability Record, Carve-Out, Delegation Chain, Composed Latency, and Silent-Harm Discovery, each bound to the standard clause that requires it.
  • v1.2.0 · 2026-09-08 — Added The Non-Conversion Principle, Exit Cost, and Jurisdictional Path Dependence, each linked to the theory essay that argues for it.
  • v1.1.0 · 2026-01-09 — Expanded scholarly metadata, operational tests, and provenance notes.
  • v1.0.0 · 2025-12-03 — Initial glossary release with stable permalinks.