Skip to main contentMain content

Reference · version 1.0

The Decision Accountability Canon

Definitions for the vocabulary of decision accountability. Every term carries the observable test that settles whether a real organisation satisfies it, because a definition without a test is an opinion.

Published · version 1.0. Definitions change; undated ones rot, so this one is dated and versioned. Quote it, cite it, disagree with it in writing — attribution to Vouli IQ Technologies Private Limited is appreciated but not required.

01

Decision accountability

The property of a decision being traceable, after the fact, to the evidence it rested on, the person who approved it, and the person who owns its outcome.

The test

Pick your most consequential decision of the last quarter. Can you produce, without asking the people involved, what it was based on, who approved it, and who is accountable for the result? If retrieval requires human memory, the property is absent.

Most governance effort is spent on whether a decision was correct. Accountability is a separate and more durable property: a decision can be wrong and still be well governed, and right and still be indefensible. Regulators, boards and acquirers test the second.

See also: Evidence trail, Decision owner

02

Model governance vs decision governance

Model governance controls the behaviour of a model — its data, drift, bias and access. Decision governance controls what an organisation does as a consequence — who approved acting on the output, on what basis, and who carries the result.

The test

Ask who signed off the model, then ask who signed off the decision it informed. If the same artefact answers both, the second question has not been governed.

An organisation can hold a complete model inventory and still be unable to defend a single decision, because the decision is made by people acting on the output rather than by the model itself. The two are commonly conflated, and the gap is where liability sits.

See also: Decision accountability

03

Evidence trail

An append-only record of what a decision was based on, produced automatically as a by-product of the decision rather than assembled afterwards.

The test

Was the record created at the time of the decision, or reconstructed when it was requested? Reconstructed evidence is testimony, not evidence.

Evidence assembled on request is unreliable in exactly the circumstances where it matters, because the assembly is done by people with an interest in the outcome. Automatic capture removes that incentive entirely.

Provenance: The append-only and tamper-evidence requirements are conventional in financial audit; hash-chaining as a tamper-detection mechanism predates blockchain and is standard in secure logging.

See also: Tamper-evident log, Decision accountability

04

Tamper-evident log

A record in which each entry commits cryptographically to the one before it, so any later alteration is detectable even by someone who trusts nobody administering the system.

The test

If a database administrator edited a historical row, would anyone find out? If the answer relies on access control or policy rather than on the structure of the record, the log is tamper-discouraging, not tamper-evident.

Access control prevents alteration by those without access. Tamper evidence detects alteration by those with it — which is the threat model that matters for a log intended to defend the organisation.

Provenance: Hash-chaining; standard practice in secure logging and audit systems.

See also: Evidence trail

05

Decision owner

The single named role accountable for the outcome of a decision, distinct from whoever proposed, analysed or approved it.

The test

Name them. If the answer is a committee, a function, or "the business", the decision has no owner — it has an audience.

Ownership distributed across a group is ownership held by nobody. A named role also survives the departure of the individual, which a named person does not.

See also: Decision accountability, Segregation of duties

06

Segregation of duties

A control in which the person who requests an action cannot be the person who approves it.

The test

Try to approve your own request in the system that matters most. If it succeeds, the control is decorative.

Self-approval removes the only independent check on a request, and it is the default state of most internal tooling because it is the easiest to build.

Provenance: A long-established internal-control principle in accounting and auditing; not original to us.

See also: Dual control, Decision owner

07

Dual control

A requirement that two authorised people act before an irreversible action proceeds.

The test

Identify your most irreversible automated action. Does it complete on one person's authority? If so, you have single control over an outcome you cannot undo.

Reversibility, not severity, is the right trigger. An action that can be undone tolerates a single mistake; one that cannot does not.

Provenance: Standard in payments, key management and physical security.

See also: Segregation of duties

08

Cost of inaction

The quantified consequence, expressed as currency per unit of time, of leaving an identified recommendation unactioned.

The test

For your oldest open recommendation, state what one more month of delay costs, with the assumptions shown. If deferral has no price, it will be chosen by default.

Risk registers price what happens if something goes wrong and almost never price doing nothing, so "we will revisit next quarter" appears free. Making it visible changes which deferrals survive scrutiny.

See also: Recommendation lifecycle

09

Recommendation lifecycle

The tracked progression of a recommendation from proposed through accepted, in progress and done — or explicitly dismissed with a recorded reason — such that it cannot silently lapse.

The test

Take a recommendation made to your organisation eighteen months ago. What state is it in? If nobody can say, recommendations are not being tracked, they are being received.

Advice with no status, owner or due date reliably evaporates between review cycles, which is why the same strategic question is commissioned repeatedly. Requiring a written reason to dismiss changes behaviour more than any dashboard.

See also: Cost of inaction, Decision owner

10

Provenance-constrained output

Generated text in which every numeric figure must trace to a value present in the input, with the output rejected and regenerated when it cannot.

The test

Ask a generative system for an analysis containing figures. Can it produce a number that appears nowhere in what you supplied? If yes, its numbers are unverified regardless of how confident the presentation is.

A fabricated figure is more dangerous than fabricated prose because it survives summarisation, reaches a board pack, and is acted upon. Constraining numerals is a narrower and far more tractable problem than constraining all generated claims.

See also: Surfaced disagreement

11

Surfaced disagreement

The practice of showing a user where two independent models diverge on the same question, rather than resolving the divergence silently into one answer.

The test

When your system produces an answer, can you tell whether that answer was contested? If not, uncertainty has been removed from the output rather than from the world.

Divergence between competent independent analyses marks the places a human should look hardest. Averaging or arbitrating it away yields a cleaner artefact and a worse decision.

See also: Provenance-constrained output

12

Operating evidence

Proof that a control has actually run, repeatedly, over a period — as distinct from proof that a policy describing it exists.

The test

For any control you claim: can you produce dated records of it operating on at least three separate occasions? A policy document, however well written, is not operating evidence.

The distinction between documented, approved and operating is the whole substance of an audit. Only the third takes time, cannot be compressed, and cannot be created retroactively — which is why starting an imperfect control now beats designing a perfect one later.

Provenance: Mirrors the design-versus-operating-effectiveness distinction in SOC 2 (Type I vs Type II) and ISO management-system auditing.

See also: Evidence trail

Citing this page

The Decision Accountability Canon, version 1.0. Vouli IQ Technologies Private Limited, 27 July 2026. https://www.vouliiq.com/canon

Where a term is borrowed rather than ours, its provenance is stated on the term. Segregation of duties, dual control and the design-versus-operating distinction long predate this page; we have defined how we apply them, not claimed to have invented them.

If you think a definition is wrong, imprecise, or already better stated elsewhere, write to care@vouliiq.com. Corrections are published with the version bumped, not applied silently.

Boardroom Answers · What is Vouli IQ · Trust Center