Worked case · Controlled response · 12 figures

Model inventory and applicable guidance

Use the current model-risk framework

Figure 01 / 12

Determine the eligible population first

Determine the eligible population first — Model inventory and applicable guidance. Count; records. Exact values are in the figure data below.
Count; records

Of 1,700 source records, 1,428 are within the stated synthetic scope and 272 are outside it. Eligibility here is an explicit teaching input, not a legal conclusion. Production classification must use the actual entity, product, activity, jurisdiction, and facts.

Figure data and text version
Scope stateRecords
Within stated scope1,428
Outside stated scope272

Governance begins with the actual model use, materiality, institution, and applicable supervisory framework. An inventory entry needs a decision owner and current evidence.

Inventory decision components by function and apply the relevant review and change process.

All amounts, rates, capacity limits, and outcomes in this case are synthetic. The three conditions are separate assumptions for comparison. A better result in the response condition is not measured proof that the proposed control causes that improvement. The figures expose the calculation and its limits; a real deployment needs its own evidence.

Read the result

The case identifies 1,428 eligible records from a source population of 1,700. The required workflow completes for 1,421, but 7 completed records miss the illustrative internal target. Another 7 remain incomplete. Communication evidence covers 1,418 generated notices. Scope, completion, timeliness, and delivery are four separate properties of the customer outcome.

Model inputs and calculated values

Inputs below are the case-specific values. Each figure states the condition-specific assumptions and units used in its calculation. Calculated values are rounded for display.

InputValue
population1,700
eligibility0.84
Calculated valueResult
population1,700
eligible1,428
excluded272
complete1,421
incomplete7
late7
ontime1,414
notices1,418
undelivered3
pending0
reviewed7
Figure 02 / 12

A control can miss eligible records

A control can miss eligible records — Model inventory and applicable guidance. Count at a fixed observation cutoff. Exact values are in the figure data below.
Count at a fixed observation cutoff

The required workflow completes for 1,421 of the 1,428 eligible records. The 7 remainder needs an owned exception path. Reporting completion as a percentage of all source records would answer a different question and could hide the actual coverage gap.

Figure data and text version
MeasureRecords
Eligible records1,428
Workflow completed1,421
Workflow incomplete7
Figure 03 / 12

Completion and timeliness are distinct outcomes

Completion and timeliness are distinct outcomes — Model inventory and applicable guidance. Count; exclusive states within eligible population. Exact values are in the figure data below.
Count; exclusive states within eligible population

The illustration applies an internal target, not a statutory deadline. Of 1,421 completed records, 7 miss that target and 1,414 meet it. The 7 open records are a third state; do not automatically classify them as timely merely because their final outcome is unknown.

Figure data and text version
OutcomeEligible records
Complete within target1,414
Complete after target7
Still incomplete7
Figure 04 / 12

An obligation record connects authority to behavior

An obligation record connects authority to behavior — Model inventory and applicable guidance. Control contract. Exact values are in the figure data below.
Control contract

This case implements use the current model-risk framework. The record separates scope, trigger, required action, ownership, and retained proof. Exact legal duties belong to the applicable source and interpretation; the timing and counts in this worked example are synthetic.

Figure data and text version
ElementIllustrative value
Control subjectModel inventory and applicable guidance
ScopeThe eligible population defined above
TriggerA material decision model is omitted because the team calls it a rule or vendor score.
Required behavioruse the current model-risk framework
Ownermodel-risk management
EvidenceVersioned event, action, and communication records
Figure 05 / 12

Different clocks start from different facts

Different clocks start from different facts — Model inventory and applicable guidance. Internal teaching timeline; not a legal deadline schedule. Exact values are in the figure data below.
Internal teaching timeline; not a legal deadline schedule

These relative times are illustrative service targets. They deliberately distinguish customer contact, receipt by the institution, classification, investigation, and communication. A routing delay must not silently replace the original receipt time when that fact matters.

Figure data and text version
EventIllustrative timeRecord
Customer reportT0Original channel and words
Institution receiptT0 + 5 minutesRetained receipt timestamp
ClassificationT0 + 20 minutesApplicable process and owner
Internal review targetT0 + 1 dayInternal target only
Outcome communicationAt decisionContent, destination, and delivery state
Figure 06 / 12

Evidence fields fail independently

Evidence fields fail independently — Model inventory and applicable guidance. Count; overlapping field-level checks. Exact values are in the figure data below.
Count; overlapping field-level checks

Each row is one evidence requirement over the eligible population. The same record can fail several checks, so the absent counts across rows must not be added as though they were distinct customers. Completeness does not itself prove that a field is accurate.

Figure data and text version
Evidence fieldPresentAbsent
scope1,4253
trigger1,4244
action1,4217
notice1,4253
evidence1,4226
Figure 07 / 12

A generated notice is not a delivered notice

A generated notice is not a delivered notice — Model inventory and applicable guidance. Count; generated equals delivered plus unresolved. Exact values are in the figure data below.
Count; generated equals delivered plus unresolved

1,421 completed records generate a modeled notice event. 1,418 have a delivered state and 3 do not. The system must distinguish generation, dispatch, delivery evidence, and any required follow-up under the actual process.

Figure data and text version
Communication stateNotices
Generated1,421
Delivered state recorded1,418
Delivery unresolved3
Figure 08 / 12

Authority differs by operation

Authority differs by operation — Model inventory and applicable guidance. Illustrative permission matrix. Exact values are in the figure data below.
Illustrative permission matrix

The access matrix is a proposed teaching separation of duties. Read, propose, approve, and administer are distinct capabilities. The final policy must match the organization’s actual roles and obligations, with controlled emergency access and an audit trail.

Figure data and text version
RoleRead evidencePropose actionApprove release
model-risk managementScopedYesNo
Independent approverScopedNoYes
SupportLimitedRequest onlyNo
System administratorOperational logsNoNo
Figure 09 / 12

Exceptions need capacity and a closing state

Exceptions need capacity and a closing state — Model inventory and applicable guidance. Records per observation window. Exact values are in the figure data below.
Records per observation window

The control has 7 incomplete records. The available exception capacity covers 7, leaving 0 pending. A pending state requires an owner and a next action; changing a status label without resolving the required behavior does not close the gap.

Figure data and text version
Queue itemRecordsMeaning
Exceptions opened7Eligible workflow incomplete
Capacity applied7Records handled in this window
Pending exceptions0Still require an owned response
Figure 10 / 12

A rate includes its denominator

A rate includes its denominator — Model inventory and applicable guidance. Percent; named populations. Exact values are in the figure data below.
Percent; named populations

These rates deliberately use different populations. Overall throughput, eligible coverage, completed-record timeliness, and delivery evidence are not interchangeable. Each needs the same cohort, cutoff, and definition every time it is compared.

Figure data and text version
MetricNumeratorDenominatorPercent
Eligible coverage1,4211,42899.51
On-time among completed1,4141,42199.51
On-time among eligible1,4141,42899.02
Delivered among generated1,4181,42199.79
Figure 11 / 12

A change needs an evidence trail

A change needs an evidence trail — Model inventory and applicable guidance. Control-change lifecycle. Exact values are in the figure data below.
Control-change lifecycle

The trigger is A material decision model is omitted because the team calls it a rule or vendor score.. A controlled change connects the revised requirement or interpretation to implementation, replay, customer impact, and approval. The old version remains relevant to decisions already made under it.

Figure data and text version
StageRetained proof
InterpretScope, source, effective date, and owner
ImplementVersioned logic, data contract, and message template
VerifyBoundary cases and affected-population comparison
ReleaseApproval, start time, and rollback condition
CorrectAffected records and customer outcome where required
Figure 12 / 12

Correction follows the affected population

Correction follows the affected population — Model inventory and applicable guidance. Illustrative correction responsibilities. Exact values are in the figure data below.
Illustrative correction responsibilities

A remediation map links the defect to affected records, financial consequences, communication, and closure evidence. It should retain exclusions and unresolved cases. A change that prevents future failures does not by itself correct earlier customer outcomes.

Figure data and text version
FromToRelationship
Model inventory and applicable guidanceAffected populationReproducible query
Affected populationFinancial reviewAmount and balance impact
Affected populationCustomer messageRequired communication
Financial reviewClosure evidenceVerified adjustment
Customer messageClosure evidenceDelivery and follow-up

Connect the result to the system

Inventory decision components by function and apply the relevant review and change process.

Check the population, evidence, permitted action, and actual effect together. A balanced calculation can still use the wrong population; a successful response can still leave an unknown financial outcome. The case’s numerical result applies only to its stated assumptions.

Sources and further reading

The chapter sources support the concepts and scope. They do not prescribe the synthetic model rates.

  1. Federal Reserve SR 26-2: revised model-risk guidance (2026)
  2. NIST: AI Risk Management Framework
  3. NIST: Generative AI Profile, AI 600-1