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DACS Defensible Analytics Control Spec
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DACS Defensible Analytics Control Spec
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FROM CONTROL EVIDENCE TO PERMITTED ACTION

A Gate makes the readiness decision explicit before evidence is relied upon.

An Accountability Gate is the control point where scope, evidence, control results, constraints, and authority are brought together to determine what may happen next.

The Gate does not change what the evidence proved. It records whether the stated use may proceed, may proceed only within constraints, must stop, or requires affected evidence to remain quarantined.

See the readiness states View a Filled Gate Example

THE GATE ASKS

Scope

What stated use is being decided?

Evidence

What did the applicable controls establish?

Authority

Who may approve constraints, exceptions, or remediation?

Next action

What is permitted now, and under what conditions?

One bounded decision point. One recorded readiness state.

THE DECISION BOUNDARY

Controls establish what the evidence proved. The Gate decides what that evidence permits.

Keeping those responsibilities separate prevents a business exception from rewriting a failed control and prevents an unresolved condition from disappearing inside an approval workflow.

INPUTS

What the Gate receives

  • Declared decision scope
  • Required evidence
  • Pass, Fail, and Not Applicable results
  • Owners and decision authority
  • Known exceptions and unresolved items

GATE LOGIC

What is permitted?

  • Approved readiness criteria
  • Permitted constraints
  • Exception authority
  • Quarantine conditions
  • Review requirements

OUTPUTS

What the Gate records

  • Readiness state
  • Conditions and scope limitations
  • Quarantined items
  • Remediation owner and next action
  • Review point and preserved evidence record

The Gate changes what is permitted to happen next. It does not change the underlying control evidence.

READINESS STATES

Four states make the permitted next action explicit.

The state applies only to the declared scope. It does not become a permanent trust label for the information, system, model, or enterprise.

PROCEED

Ready for the stated use

The applicable evidence and controls support use within the declared scope.

CAUTION

Proceed only within constraints

Use may continue only under explicit conditions, limitations, or approved exceptions. Failed controls remain failed.

STOP

Do not proceed for this scope

A blocking condition prevents the stated use until the issue is remediated and evaluated again.

QUARANTINED

Keep affected evidence out of use

Affected evidence, records, or outputs remain isolated from permitted use until the identified issue is resolved and reviewed.

A visible Caution, Stop, or Quarantined state can be a successful Gate outcome. The purpose is not to make everything green. The purpose is to make readiness explicit.

EVIDENCE INTEGRITY

Fail stays Fail.

An approved exception may support a constrained readiness decision. It does not rewrite the underlying control result.

Exceptions constrain the decision. Remediation changes the evidence.

A failed condition remains visible until it is fixed and tested again.

When a control fails, the Gate records the condition and determines whether approved governance allows constrained use, requires quarantine, or requires the stated use to stop.

  • Record the condition. Preserve the failed control, supporting evidence, and affected scope.
  • Bound the decision. Record any approved constraint, exception, quarantine, owner, and review condition.
  • Remediate and retest. Fix the issue, reevaluate the affected control, and update the Gate record.

The Gate can permit a bounded business decision without pretending the evidence is better than it is.

THE GATE RECORD

A future reviewer should be able to reconstruct why the use was allowed, constrained, stopped, or quarantined.

The record preserves the basis for the readiness decision, not just the label assigned at the time.

  • Scope: decision path, grain, permitted use, exclusions, and boundaries.
  • Evidence: evidence inspected and control results recorded.
  • Authority: accountable owners and authorized decision makers.
  • Conditions: constraints, exceptions, quarantined items, and unresolved issues.
  • Follow-up: remediation, retest, review point, and evidence location.

WHY PRESERVE IT

The state is temporary. The basis must remain inspectable.

Meaning, evidence, authority, or conditions can change. A later reviewer needs the record that governed the decision at that point in time, not only today’s state.

A Gate is accountable because its decision can be reconstructed and challenged.

USE ONE BEFORE YOU AUTOMATE MANY

One governed review is enough to test whether the Gate pattern works for a real decision path.

The first Gate can be a worksheet and governed review. The objective is to make the decision scope, evidence, results, authority, readiness state, and follow-up explicit before investing in automation or broader implementation.

View the Filled Gate Example Use the Blank Gate Template

GO DEEPER

Test the pattern on one bounded scope

The First Look uses one material decision path, one Gate, and one evidence packet to expose gaps before a broader adoption decision.

Explore the DACS First Look >


Review the full operating model

See where Gates sit within scope declaration, evidence binding, control evaluation, remediation, retest, and preserved disposition.

Explore the DACS Operating Model >

Stay Informed as DACS Evolves:

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