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(PFC) Additional Data Rules

Author: Graham Eger, Created: 2026-02-20

This page provides a reference library of default and custom Data Rules for each AI Account Reconciliations Anomaly Detector. Each section includes the out-of-the-box default rule along with alternative custom rules that address common tuning scenarios — such as adjusting statistical thresholds, targeting specific document types, separating anomalies by direction, or applying stricter/looser flagging criteria.

These rules are written in Data Rule Syntax (DRS) and are intended as starting points that can be adapted to fit your organization's workflow and risk tolerance. For guidance on when and how to modify these rules, see the Data Rule Tuning Guide. For a deeper understanding of the underlying statistics (P-Value, Z-Score, Rolling Z-Score, etc.), refer to the Statistics Overview.


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Sign Difference

Sign Difference identifies instances where the sign (positive or negative) of a reconciliation’s balance is different than prior periods.

  • Applicable Rec Statuses: InProcess, Prepared, BalanceChanged, AutoPrepared
  • Lookback Periods: 12

Default Rule

Default Warning760

Data Rule Name: SignDiffWarning

Data Rule Description: The balance’s sign differs from the most frequently occurring sign in the previous periods.

DRS:

RULE 
[SignDifference].[BalanceSignDifferentFromMode] = True
FLAG 'Warning'

Custom Rules

Add Activity Threshold to Sign Difference Warrning760

Data Rule Name: SignDiffActivityOver4000Warning

Data Rule Description: The balance’s sign differs from the most frequently occurring sign in the previous periods and the Activity is over $4,000.

DRS:

RULE 
[SignDifference].[BalanceSignDifferentFromMode] = True AND
[RecBalance].[BalancePctChgAbs] > 4000
FLAG 'Warning'

Use Proper Sign When Assigned and Mode Otherwise760

Data Rule Name: SignDiffProperSignWarning

Data Rule Description: The balance’s sign differs from the most frequently occurring sign in the previous periods.

DRS:

RULE 
[SignDifference].[IsProperSignAssigned] = True
[SignDifference].[BalanceSignDifferentFromAssignedProperSign] = True
FLAG 'Warning'

Data Rule Name: SignDiffModeWarning

Data Rule Description: The balance’s sign differs from the most frequently occurring sign in the previous periods.

DRS:

RULE 
[SignDifference].[IsProperSignAssigned] = False
[SignDifference].[BalanceSignDifferentFromMode] = True
FLAG 'Warning'

Warning With 4 Lookback Periods760

Data Rule Name: SignDiff4PeriodsWarning

Data Rule Description: The balance’s sign differs from the most frequently occurring sign in the previous periods and there at least four historical periods.

DRS:

RULE 
[SignDifference].[BalanceSignDifferentFromMode] = True AND
[SignDifference].[NumberOfLookbackPeriods] >= 4
FLAG 'Warning'

R-Doc Sparsity

R-Doc Sparsity checks how often “R-Docs” (supporting documents at the reconciliation‐level) are consistently attached to reconciliations period over period.

  • Applicable Rec Statuses: InProcess, Prepared, BalanceChanged, Rejected
  • Lookback Periods: 18

Default Rule

Default Warning760

Data Rule Name: RDocSparsityWarning

Data Rule Description: The past three periods had an R-Doc attached, but the current period does not.

DRS:

RULE 
[RDocSparsity].[HasRDoc] = False AND
[RDocSparsity].[Prior3RDocUsagePct] = 100
FLAG 'Warning'

Custom Rules

Accepts Any Document Type Warning760

Data Rule Name: RDocSparsityNoDocWarning

Data Rule Description: The past three periods had an R-Doc attached, but the current period does not have any supporting documentation.

DRS:

RULE 
[Default_RDocSparsity].[HasRDoc] = False AND
[Default_TDocSparsity].[HasTDoc] = False AND
[Default_SDocSparsity].[HasSDoc] = False AND
[Default_IDocSparsity].[IItemsPctWithIDoc] < 100 AND
[Default_RDocSparsity].[Prior3RDocUsagePct] = 100
FLAG 'Warning'

Six Prior Periods had R-Doc Attached Warning760

Data Rule Name: RDocSparsity6PeriodsWarning

Data Rule Description: The past six periods had an R-Doc attached, but the current period does not.

DRS:

RULE
[RDocSparsity].[HasRDoc] = False AND
[RDocSparsity].[Prior6RDocUsagePct] = 100
FLAG 'Warning'

I-Doc Sparsity

Evaluates how consistently “I-Docs” (supporting documentation for manual or “I-Item” entries) are attached to a reconciliation over time. The default rule tracks each period’s percentage of I-Items that have an accompanying I-Doc and flags sudden decreases, suggesting insufficient or missing documentation compared to typical patterns.

  • Applicable Rec Statuses: InProcess, Prepared, BalanceChanged, Rejected
  • Lookback Periods: 12

Default Rule

Default Warning760

Data Rule Name: IDocSparsityWarning

Data Rule Description: The percent of I-Items with I-Docs attached has decreased compared to historical patterns.

DRS:

RULE 
[IDocSparsity].[IItemCount] > 0 AND
[IDocSparsity].[PValue] < 0.05
FLAG 'Warning'

Custom Rules

Accepts any Document Type760

Data Rule Name: IDocSparsityNoDocWarning

Data Rule Description: The percent of I-Items with I-Docs attached has decreased compared to historical patterns and the current period does not have any other types of supporting documentation.

DRS:

RULE 
[Default_IDocSparsity].[IItemCount] > 0 AND
[Default_IDocSparsity].[PValue] < 0.05 AND
[Default_RDocSparsity].[HasRDoc] = False AND
[Default_TDocSparsity].[HasTDoc] = False AND
[Default_SDocSparsity].[HasSDoc] = False
FLAG 'Warning'

Strict Warning760

Data Rule Name: IDocSparsityStrictWarning

Data Rule Description: The percent of I-Items with I-Docs attached has decreased compared to historical patterns.

DRS:

RULE 
[IDocSparsity].[IItemCount] > 0 AND
[IDocSparsity].[PValue] < 0.01
FLAG 'Warning'

Loose Warning760

Data Rule Name: IDocSparsityLooseWarning

Data Rule Description: The percent of I-Items with I-Docs attached has decreased compared to historical patterns.

DRS:

RULE 
[IDocSparsity].[IItemCount] > 0 AND
[IDocSparsity].[PValue] < 0.10
FLAG 'Warning'

Warning Recent Decrease760

Data Rule Name: IDocSparsityRecentDecreaseWarning

Data Rule Description: The percent of I-Items with I-Docs attached has decreased recently compared to historical patterns.

DRS:

RULE 
[IDocSparsity].[IItemCount] > 0 AND
[IDocSparsity].[PValue] < 0.05 AND
[IDocSparsity].[RollingZScore] < -1.645
FLAG 'Warning'

Aged Item Commentary

Aged Item Commentary uses the set Aging Periods to bucket aging items on a reconciliation. For each aging bucket, the monitor tracks if there are items without comments. Using the default rules, the monitor checks if there are any items beyond the third aging period without comments. For example, if the aging periods are set to 0, 31, 61, 91, and 121 days, the monitor will evaluate whether items aged 61–90 days, 91–120 days, and 121+ days have comments.

  • Applicable Rec Statuses: InProcess, Prepared, BalanceChanged, Rejected
  • Lookback Periods: 12
  • Note: This rule is based on the AgingPeriods and the column names gets created based on the values in that table.

Default Rule

Default Warning Example (Will update with Ratio)760

Data Rule Name: AgedItemCommentaryWarning61

Data Rule Description: The reconciliation has items aged over 61 days, and the percent of those items without comments has increased from the previous period.

DRS:

RULE 
[AgedItemCommentary].[HasAgedItems61] = True AND
[AgedItemCommentary].[PctNoComment61Diff] > 0
FLAG 'Warning'

Custom Rules

Strict Flag Recs Without Any Aged Item Commentary760

Data Rule Name: AgedItemNoCommentaryWarning61

Data Rule Description: The reconciliation has items aged over 61 days and at least one of the aged items does not have a comment.

DRS:

RULE 
[AgedItemCommentary].[HasAgedItems61] = True AND
[AgedItemCommentary].[Aged61NoComment] = True
FLAG 'Warning'

Set Minimum Percentage of Aged Items With Commentary760

Data Rule Name: AgedItemCommentary80PercentWarning61

Data Rule Description: The reconciliation has items aged over 61 days, and less than 80% of items aged have comments.

DRS:

RULE 
[AgedItemCommentary].[HasAgedItems61] = True AND
[AgedItemCommentary].[PctNoComment61Current] < 80
FLAG 'Warning'

Rec Detail Text Field Length

The Reconciliation Detail Text Field Length detector compares the text on a reconciliation in the current period to its historical values. The detector gathers statistics to determine whether a decrease has occurred, which may indicate that preparers are not providing sufficient information on their detail items. It analyzes the ItemName, ItemComment, Ref1, and Ref2 fields to make this determination. The detector collects statistics on both the total length of text on a reconciliation for each period and the average length of text per detail item on a reconciliation.

  • Applicable Rec Statuses: InProcess, Prepared, BalanceChanged, Rejected
  • Lookback Periods: 12

Default Rule

Default Warning760

Data Rule Name: RecDetailTextLenWarning

Data Rule Description: The average character count of reconciliation detail items has decreased compared to historical periods.

DRS:

RULE 
[RecDetailTextFieldLength].[AvgCharCountPValue] < 0.025 AND
[RecDetailTextFieldLength].[AvgCharCountPctChgPrevPeriod] < 0
FLAG 'Warning'

Custom Rules

Looser Warning Rule760

Data Rule Name: RecDetailTextLenLooseWarning

Data Rule Description: The average character count of reconciliation detail items has decreased compared to historical periods.

DRS:

RULE 
[RecDetailTextFieldLength].[AvgCharCountPValue] < 0.05 AND
[RecDetailTextFieldLength].[AvgCharCountPctChgPrevPeriod] < 0
FLAG 'Warning'

Stricter Warning Rule760

Data Rule Name: RecDetailTextLenStrictWarning

Data Rule Description: The average character count of reconciliation detail items has decreased compared to historical periods.

DRS:

RULE 
[RecDetailTextFieldLength].[AvgCharCountPValue] < 0.01 AND
[RecDetailTextFieldLength].[AvgCharCountPctChgPrevPeriod] < 0
FLAG 'Warning'

Warning Rule Recent Trend 760

Data Rule Name: RecDetailTextLenRecentWarning

Data Rule Description: The average character count of reconciliation detail items has decreased recently compared to historical periods.

DRS:

RULE 
[RecDetailTextFieldLength].[AvgCharCountPValue] < 0.025 AND
[RecDetailTextFieldLength].[AvgCharCountPctChgPrevPeriod] < 0 AND
[RecDetailTextFieldLength].[AvgCharCountRollingZScore] < -1.645
FLAG 'Warning'

Info AvgChartCount < 50760

Data Rule Name: RecDetailTextLenAvgCharInfo

Data Rule Description: The average character count of the reconciliation’s detail items is under 50 characters.

DRS:

RULE
[RecDetailTextFieldLength].[AvgCharCount] < 50
FLAG 'Info'

Repetitive Rejections (Warning, Info)

Repetitive Rejections detects when a reconciliation is rejected multiple times over a span of periods or within a single cycle.

  • Applicable Rec Statuses: InProcess, Prepared, BalanceChanged, Rejected
  • Lookback Periods: 12

Default Rule

Default Warning760

Data Rule Name: RepetitiveRejectionsWarning

Data Rule Description: The reconciliation was rejected at least once in the current period, has a historical rejection rate of at least 50%, and includes at least four prior periods.

DRS:

RULE 
[RepetitiveRejections].[RejectedInCurrentPeriod] = True AND
[RepetitiveRejections].[LookbackPctOfPeriodsWithARejection] >= 50 AND
[RepetitiveRejections].[NumberOfLookbackPeriods] >= 4
FLAG 'Warning'

Default Info760

Data Rule Name: RepetitiveRejectionsInfo

Data Rule Description: The reconciliation was not rejected in the current period, has a historical rejection rate of at least 50%, and includes at least four prior periods.

DRS:

RULE 
[RepetitiveRejections].[RejectedInCurrentPeriod] = False AND
[RepetitiveRejections].[LookbackPctOfPeriodsWithARejection] >= 50 AND
[RepetitiveRejections].[NumberOfLookbackPeriods] >= 4
FLAG 'Info'

Custom Rules

Stricter Warning760

Data Rule Name: RepetitiveRejectionsStrictWarning

Data Rule Description: The reconciliation was rejected at least once in the current period, has a historical rejection rate of at least 70%, and includes at least four prior periods.

DRS:

RULE 
[RepetitiveRejections].[RejectedInCurrentPeriod] = True AND
[RepetitiveRejections].[LookbackPctOfPeriodsWithARejection] >= 70 AND
[RepetitiveRejections].[NumberOfLookbackPeriods] >= 4
FLAG 'Warning'

Looser Warning760

Data Rule Name: RepetitiveRejectionsLooseWarning

Data Rule Description: The reconciliation was rejected at least once in the current period, has a historical rejection rate of at least 35%, and includes at least four prior periods.

DRS:

RULE 
[RepetitiveRejections].[RejectedInCurrentPeriod] = True AND
[RepetitiveRejections].[LookbackPctOfPeriodsWithARejection] >= 35 AND
[RepetitiveRejections].[NumberOfLookbackPeriods] >= 4
FLAG 'Warning'

Stricter Info760

Data Rule Name: RepetitiveRejectionsStrictInfo

Data Rule Description: The reconciliation was not rejected in the current period, has a historical rejection rate of at least 70%, and includes at least four prior periods.

DRS:

RULE 
[RepetitiveRejections].[RejectedInCurrentPeriod] = False AND
[RepetitiveRejections].[LookbackPctOfPeriodsWithARejection] >= 70 AND
[RepetitiveRejections].[NumberOfLookbackPeriods] >= 4
FLAG 'Info'

Looser Info760

Data Rule Name: RepetitiveRejectionsLooseInfo

Data Rule Description: The reconciliation was not rejected in the current period, has a historical rejection rate of at least 30%, and includes at least four prior periods.

DRS:

RULE 
[RepetitiveRejections].[RejectedInCurrentPeriod] = False AND
[RepetitiveRejections].[LookbackPctOfPeriodsWithARejection] >= 35 AND
[RepetitiveRejections].[NumberOfLookbackPeriods] >= 4
FLAG 'Info'

Rec Balance

Compares the current periods reconciliation’s balance to prior periods as set by the number of lookback periods. The detector collects various statistics on the reconciliation’s balance that can be used to identify if the current period’s balance increased or decreased by an abnormal amount compared to prior periods.

  • Applicable Rec Statuses: InProcess, Prepared, BalanceChanged, AutoPrepared
  • Lookback Periods: 12

Default Rule

Default Warning760

Data Rule Name: RecBalanceIncreaseWarning

Data Rule Description: The current period’s Balance increased compared to its historical values.

DRS:

RULE 
[RecBalance].[PValue] < 0.01 AND
[RecBalance].[ZScore] > 2.576 AND
[RecBalance.[RollingZScore] > 2.576
FLAG 'Warning'

Data Rule Name: RecBalanceDecreaseWarning

Data Rule Description: The current period’s Balance decreased compared to its historical values.

DRS:

RULE 
[RecBalance].[PValue] < 0.01 AND
[RecBalance].[ZScore] < -2.576 AND
[RecBalance.[RollingZScore] < -2.576
FLAG 'Warning'

Custom Rules

Warning Strict760

Data Rule Name: RecBalanceIncreaseStrictWarning

Data Rule Description: The current period’s Balance increased compared to its historical values.

DRS:

RULE 
[RecBalance].[PValue] < 0.001 AND
[RecBalance].[ZScore] > 3.291 AND
[RecBalance.[RollingZScore] > 3.291
FLAG 'Warning'

Data Rule Name: RecBalanceDecreaseStrictWarning

Data Rule Description: The current period’s Balance decreased compared to its historical values.

DRS:

RULE 
[RecBalance].[PValue] < 0.001 AND
[RecBalance].[ZScore] < -3.291 AND
[RecBalance.[RollingZScore] < -3.291
FLAG 'Warning'

Warning Medium760

Data Rule Name: RecBalanceIncreaseMediumWarning

Data Rule Description: The current period’s Balance increased compared to its historical values.

DRS:

RULE 
[RecBalance].[PValue] < 0.025 AND
[RecBalance].[ZScore] > 2.24 AND
[RecBalance.[RollingZScore] > 2.24
FLAG 'Warning'

Data Rule Name: RecBalanceDecreaseMediumWarning

Data Rule Description: The current period’s Balance decreased compared to its historical values.

DRS:

RULE 
[RecBalance].[PValue] < 0.025 AND
[RecBalance].[ZScore] < -2.24 AND
[RecBalance.[RollingZScore] < -2.24
FLAG 'Warning'

Warning Loose760

Data Rule Name: RecBalanceIncreaseLooseWarning

Data Rule Description: The current period’s Balance increased compared to its historical values.

DRS:

RULE 
[RecBalance].[PValue] < 0.05 AND
[RecBalance].[ZScore] > 1.960 AND
[RecBalance.[RollingZScore] > 1.960
FLAG 'Warning'

Data Rule Name: RecBalanceDecreaseLooseWarning

Data Rule Description: The current period’s Balance decreased compared to its historical values.

DRS:

RULE 
[RecBalance].[PValue] < 0.05 AND
[RecBalance].[ZScore] < -1.960 AND
[RecBalance.[RollingZScore] < -1.960
FLAG 'Warning'

Num I-Items

Focuses on the count of “I-Items” (manual adjustments). It tracks how consistently these items appear, calling out any changes from prior usage.

  • Applicable Rec Statuses: InProcess, Prepared, BalanceChanged, Rejected
  • Lookback Periods: 12

Default Rule

Default Warning760

Data Rule Name: NumIItemsIncreaseWarning

Data Rule Description: The number of I-Items increased compared to its historical usage.

DRS:

RULE 
[NumIItems].[PValue] < 0.05 AND
[NumIItems].[RollingZScore] > 1.96 AND
[NumIItems].[IItemCountDiff] > 0
FLAG 'Warning'

Data Rule Name: NumIItemsDecreaseWarning

Data Rule Description: The number of I-Items decreased compared to its historical usage.

DRS:

RULE 
[NumIItems].[PValue] < 0.05 AND
[NumIItems].[RollingZScore] < -1.96 AND
[NumIItems].[IItemCountDiff] < 0 AND
[NumIItems].[IItemCount] > 0
FLAG 'Warning'

Custom Rules

Strict Warning760

Data Rule Name: NumIItemsIncreaseStrictWarning

Data Rule Description: The number of I-Items increased compared to its historical usage.

DRS:

RULE 
[NumIItems].[PValue] < 0.01 AND
[NumIItems].[RollingZScore] > 2.576 AND
[NumIItems].[IItemCountDiff] > 0 AND
[NumIItems].[IItemCount] > 0
FLAG 'Warning'

Data Rule Name: NumIItemsDecreaseStrictWarning

Data Rule Description: The number of I-Items decreased compared to its historical usage.

DRS:

RULE 
[NumIItems].[PValue] < 0.01 AND
[NumIItems].[RollingZScore] < -2.576 AND
[NumIItems].[IItemCountDiff] < 0 AND
[NumIItems].[IItemCount] > 0
FLAG 'Warning'

Loose Warning760

Data Rule Name: NumIItemsIncreaseLooseWarning

Data Rule Description: The number of I-Items increased compared to its historical usage.

DRS:

RULE 
[NumIItems].[PValue] < 0.10 AND
[NumIItems].[RollingZScore] > 1.645 AND
[NumIItems].[IItemCountDiff] > 0 AND
[NumIItems].[IItemCount] > 0
FLAG 'Warning'

Data Rule Name: NumIItemsDecreaseLooseWarning

Data Rule Description: The number of I-Items decreased compared to its historical usage.

DRS:

RULE 
[NumIItems].[PValue] < 0.10 AND
[NumIItems].[RollingZScore] < -1.645 AND
[NumIItems].[IItemCountDiff] < 0 AND
[NumIItems].[IItemCount] > 0
FLAG 'Warning'

Number of Reconciliation Detail Items

Monitors how many individual detail items are included in each reconciliation period over period. It flags reconciliations that change compared to the number of detail items in historical periods.

  • Applicable Rec Statuses: InProcess, Prepared, BaalnceChanged, Rejected
  • Lookback Periods: 12

Default Rule

Default Warning760

Data Rule Name: NumRecDetailItemsIncreaseWarning

Data Rule Description: The number of Reconciliation Detail Items increased compared to its historical usage.

DRS:

RULE 
[NumRecDetailItems].[PValue] < 0.05 AND
[NumRecDetailItems].[RollingZScore] > 1.96 AND
[NumRecDetailItems].[ItemCountDiff] > 0
FLAG 'Warning'

Data Rule Name: NumRecDetailItemsDecreaseWarning

Data Rule Description: The number of Reconciliation Detail Items decreased compared to its historical usage.

DRS:

RULE 
[NumRecDetailItems].[PValue] < 0.05 AND
[NumRecDetailItems].[RollingZScore] < -1.96 AND
[NumRecDetailItems].[ItemCountDiff] < 0 AND
[NumRecDetailItems].[ItemCount] > 0
FLAG 'Warning'

Custom Rules

Strict Warning760

Data Rule Name: NumRecDetailItemsIncreaseStrictWarning

Data Rule Description: The number of Reconciliation Detail Items increased compared to its historical usage.

DRS:

RULE 
[NumRecDetailItems].[PValue] < 0.01 AND
[NumRecDetailItems].[RollingZScore] > 2.576 AND
[NumRecDetailItems].[ItemCountDiff] > 0 AND
[NumRecDetailItems].[ItemCount] > 0
FLAG 'Warning'

Data Rule Name: NumRecDetailItemsDecreaseStrictWarning

Data Rule Description: The number of Reconciliation Detail Items decreased compared to its historical usage.

DRS:

RULE 
[NumRecDetailItems].[PValue] < 0.01 AND
[NumRecDetailItems].[RollingZScore] < -2.576 AND
[NumRecDetailItems].[ItemCountDiff] < 0 AND
[NumRecDetailItems].[ItemCount] > 0
FLAG 'Warning'

Loose Warning760

Data Rule Name: NumRecDetailItemsIncreaseLooseWarning

Data Rule Description: The number of Reconciliation Detail Items increased compared to its historical usage.

DRS:

RULE 
[NumRecDetailItems].[PValue] < 0.10 AND
[NumRecDetailItems].[RollingZScore] > 1.645 AND
[NumRecDetailItems].[ItemCountDiff] > 0 AND
[NumRecDetailItems].[ItemCount] > 0
FLAG 'Warning'

Data Rule Name: NumRecDetailItemsDecreaseLooseWarning

Data Rule Description: The number of Reconciliation Detail Items decreased compared to its historical usage.

DRS:

RULE 
[NumRecDetailItems].[PValue] < 0.10 AND
[NumRecDetailItems].[RollingZScore] < -1.645 AND
[NumRecDetailItems].[ItemCountDiff] < 0 AND
[NumRecDetailItems].[ItemCount] > 0
FLAG 'Warning'

Check Balance I-Items

Evaluates if a reconciliation has both a B-Item and an I-Item attached as detail items. The goal of this detector is to flag reconciliations that have a Balance Check attached but have had a manual adjustment.

  • Applicable Rec Statuses: InProcess, Prepared, BalanceChanged, Rejected
  • Lookback Periods: 1

Default Rule

Default Warning760

Data Rule Name: CheckBalanceIItemsWarning

Data Rule Description: The reconciliation has I-Items and Balance Check Items attached.

DRS:

RULE 
[CheckBalanceIItems].[IItemCount] > 0 AND
[CheckBalanceIItems].[BItemCount] > 0
FLAG 'Warning'

Custom Rules

Warning Large Increase Number of Manual Items760

Data Rule Name: CheckBalanceManyIItemsWarning

Data Rule Description: The reconciliation has 3 or more I-Items and Balance Check Items attached.

DRS:

RULE 
[CheckBalanceIItems].[IItemCount] > 2 AND
[CheckBalanceIItems].[BItemCount] > 0
FLAG 'Warning'

Aging Changes (Info)

The Aging Changes Anomaly Detector reviews if the change in aging items in the current period deviates from historical trends. This monitor detects if the reconciliations detail items collectively have increased or decreased. The default rules include an increase and a decrease rule, so users can toggle one off if they only care about a change in one direction.

  • Applicable Rec Statuses: InProcess, Prepared, BalanceChanged, Rejected
  • Lookback Periods: 12

Default Rule

Default Info760

Data Rule Name: AgingChangesIncreaseInfo

Data Rule Description: The change in average aging days has increased compared to historical patterns.

DRS:

RULE 
[AgingChanges].[PValue] < 0.05 AND
[AgingChanges].[ZScore] > 0 AND
[AgingChanges].[AvgAgingDaysDeltaPrevPeriod] > 0
FLAG 'Info'

Data Rule Name: AgingChangesDecreaseInfo

Data Rule Description: The change in average aging days has decreased compared to historical patterns.

DRS:

RULE 
[AgingChanges].[PValue] < 0.05 AND
[AgingChanges].[ZScore] < 0 AND
[AgingChanges].[AvgAgingDaysDeltaPrevPeriod] < 0 AND
[AgingChanges].[NumItems] > 0
FLAG 'Info'

Custom Rules

Strict Info760

Data Rule Name: AgingChangesIncreaseStrictInfo

Data Rule Description: The change in average aging days has increased compared to historical patterns.

DRS:

RULE 
[AgingChanges].[PValue] < 0.01 AND
[AgingChanges].[ZScore] > 0 AND
[AgingChanges].[AvgAgingDaysDeltaPrevPeriod] > 0 AND
[AgingChanges].[NumItems] > 0
FLAG 'Info'

Data Rule Name: AgingChangesDecreaseStrictInfo

Data Rule Description: The change in average aging days has decreased compared to historical patterns.

DRS:

RULE 
[AgingChanges].[PValue] < 0.01 AND
[AgingChanges].[ZScore] < 0 AND
[AgingChanges].[AvgAgingDaysDeltaPrevPeriod] < 0 AND
[AgingChanges].[NumItems] > 0
FLAG 'Info'

Loose Info760

Data Rule Name: AgingChangesIncreaseLooseInfo

Data Rule Description: The change in average aging days has increased compared to historical patterns.

DRS:

RULE 
[AgingChanges].[PValue] < 0.10 AND
[AgingChanges].[ZScore] > 0 AND
[AgingChanges].[AvgAgingDaysDeltaPrevPeriod] > 0 AND
[AgingChanges].[NumItems] > 0
FLAG 'Info'

Data Rule Name: AgingChangesDecreaseLooseInfo

Data Rule Description: The change in average aging days has decreased compared to historical patterns.

DRS:

RULE 
[AgingChanges].[PValue] < 0.10 AND
[AgingChanges].[ZScore] < 0 AND
[AgingChanges].[AvgAgingDaysDeltaPrevPeriod] < 0 AND
[AgingChanges].[NumItems] > 0
FLAG 'Info'

Manual Auto Rec Ratio

This detector checks if a reconciliation has an auto rec rule attached to it and identifies whether in the prior lookback periods, if the reconciliation auto prepared or auto approved.

  • Applicable Rec Statuses: InProcess, Prepared
  • Lookback Periods: 10

Default Rule

Default Warning Auto Prepare760

Data Rule Name: ManualAutoPrepareWarning

Data Rule Description: The reconciliation did not auto-prepare in the current period, although it auto-prepared in 80% of prior periods and there are at least five prior periods.

DRS:

RULE 
[ManualAutoRecRatio].[PrepareOnly] = True AND
[ManualAutoRecRatio].[AutoPrepared] = False AND
[ManualAutoRecRatio].[LookbackPctAuto] >= 80 AND
[ManualAutoRecRatio].[NumberOfLookbackPeriods] >= 5
FLAG 'Warning'

Default Warning Auto Approve760

Data Rule Name: ManualAutoApproveWarning

Data Rule Description: The reconciliation did not auto-approve in the current period, although it auto-approves in 80% of prior periods and there are at least five prior periods.

DRS:

RULE 
[ManualAutoRecRatio].[PrepareOnly] = False AND
[ManualAutoRecRatio].[AutoApproved] = False AND
[ManualAutoRecRatio].[LookbackPctAuto] >= 80 AND
[ManualAutoRecRatio].[NumberOfLookbackPeriods] >= 5
FLAG 'Warning'

Custom Rules

Loose Auto Prepare Warning760

Data Rule Name: ManualAutoPrepareLooseWarning

Data Rule Description: The reconciliation did not auto-prepare in the current period, although it auto-prepared in 60% of prior periods and there are at least five prior periods.

DRS:

RULE 
[ManualAutoRecRatio].[PrepareOnly] = True AND
[ManualAutoRecRatio].[AutoPrepared] = False AND
[ManualAutoRecRatio].[LookbackPctAuto] >= 60 AND
[ManualAutoRecRatio].[NumberOfLookbackPeriods] >= 5
FLAG 'Warning'

Loose Auto Approve Warning760

Data Rule Name: ManualAutoApproveLooseWarning

Data Rule Description: The reconciliation did not auto-approve in the current period, although it auto-approves in 60% of prior periods and there are at least five prior periods.

DRS:

RULE 
[ManualAutoRecRatio].[PrepareOnly] = False AND
[ManualAutoRecRatio].[AutoApproved] = False AND
[ManualAutoRecRatio].[LookbackPctAuto] >= 60 AND
[ManualAutoRecRatio].[NumberOfLookbackPeriods] >= 5
FLAG 'Warning'

4 Consecutive Periods Auto Period Warning760

Data Rule Name: 5ConsecutiveManualAutoPrepareWarning

Data Rule Description: The reconciliation did not auto-prepare in the current period, but it has auto-approved in at least five of the immediately preceding periods.

DRS:

RULE 
[ManualAutoRecRatio].[PrepareOnly] = True AND
[ManualAutoRecRatio].[AutoPrepared] = False AND
[ManualAutoRecRatio].[LookbackConsecutiveAuto] >= 5
FLAG 'Warning'

4 Consecutive Periods Auto Approved Warning760

Data Rule Name: 5ConsecutiveManualAutoApproveWarning

Data Rule Description: The reconciliation did not auto-approve in the current period, but it has auto-approved in at least five of the immediately preceding periods.

DRS:

RULE 
[ManualAutoRecRatio].[PrepareOnly] = False AND
[ManualAutoRecRatio].[AutoApproved] = False AND
[ManualAutoRecRatio].[LookbackConsecutiveAuto] >= 5
FLAG 'Warning'

Number of Approvers

Looks for changes in the number of approvers required for a reconciliation. It flags reconciliations that have swings in the number of approvers during the current period compared to prior periods.

  • Applicable Rec Statuses: Prepared, AutoPrepared
  • Lookback Periods: 1

Default Rule

Default Warning760

Data Rule Name: NumApproversWarning

Data Rule Description: Compared to the prior period, the number of required approvers dropped by at least one.

DRS:

RULE 
[NumberOfApprovers].[ApproverDiff] <= -1
FLAG 'Warning'

Custom Rules

Strict Warning760

Data Rule Name: NumApproversStrictWarning

Data Rule Description: Compared to the prior period, the number of required approvers dropped by at least one.

DRS:

RULE 
[NumberOfApprovers].[ApproverDiff] <= -2
FLAG 'Warning'

T-Doc Sparsity

T-Doc Sparsity checks how often “T-Docs” (supporting documents at the reconciliation‐level) are consistently attached to reconciliations period over period.

  • Applicable Rec Statuses: InProcess, Prepared, BalanceChanged, Rejected
  • Lookback Periods: 18

Default Rule

Default Warning760

Data Rule Name: TDocSparsityWarning

Data Rule Description: The past three periods had a T-Doc attached, but the current period does not.

DRS:

RULE 
[TDocSparsity].[HasTDoc] = False AND
[TDocSparsity].[Prior3TDocUsagePct] = 100
FLAG 'Warning'

Custom Rules

Accepts Any Document Type Warning760

Data Rule Name: TDocSparsityNoDocWarning

Data Rule Description: The past three periods had a T-Doc attached, but the current period does not have any supporting documentation.

DRS:

RULE 
[Default_TDocSparsity].[HasTDoc] = False AND
[Default_RDocSparsity].[HasRDoc] = False AND
[Default_SDocSparsity].[HasSDoc] = False AND
[Default_IDocSparsity].[IItemsPctWithIDoc] < 100 AND
[Default_TDocSparsity].[Prior3TDocUsagePct] = 100
FLAG 'Warning'

Six Prior Periods had a T-Doc Attached Warning760

Data Rule Name: TDocSparsity6PeriodsWarning

Data Rule Description: The past six periods had an T-Doc attached, but the current period does not.

DRS:

RULE
[TDocSparsity].[HasTDoc] = False AND
[TDocSparsity].[Prior6TDocUsagePct] = 100
FLAG 'Warning'

S-Doc Sparsity

S-Doc Sparsity checks how often “S-Docs” (supporting documents at the reconciliation‐level) are consistently attached to reconciliations period over period.

  • Applicable Rec Statuses: InProcess, Prepared, BalanceChanged, Rejected
  • Lookback Periods: 18

Default Rule

Default Warning760

Data Rule Name: SDocSparsityWarning

Data Rule Description: The past three periods had an S-Doc attached, but the current period does not.

DRS:

RULE 
[SDocSparsity].[HasSDoc] = False AND
[SDocSparsity].[Prior3SDocUsagePct] = 100
FLAG 'Warning'

Custom Rules

Accepts Any Document Type Warning760

Data Rule Name: SDocSparsityNoDocWarning

Data Rule Description: The past three periods had a S-Doc attached, but the current period does not have any supporting documentation.

DRS:

RULE 
[Default_SDocSparsity].[HasSDoc] = False AND
[Default_TDocSparsity].[HasTDoc] = False AND
[Default_RDocSparsity].[HasRDoc] = False AND
[Default_IDocSparsity].[IItemsPctWithIDoc] < 100 AND
[Default_TDocSparsity].[Prior3SDocUsagePct] = 100
FLAG 'Warning'

Six Prior Periods had a S-Doc Attached Warning760

Data Rule Name: SDocSparsity6PeriodsWarning

Data Rule Description: The past six periods had an S-Doc attached, but the current period does not.

DRS:

RULE
[SDocSparsity].[HasSDoc] = False AND
[SDocSparsity].[Prior6SDocUsagePct] = 100
FLAG 'Warning'

Risk Level Fluctuations

Fluctuating Risk Levels check if the current assigned risk rating is different from prior periods. It detects large or erratic swing in the risk levels assigned to reconciliation.

  • Applicable Rec Statuses: InProcess, BalanceChanged, Rejected, Prepared, AutoPrepared
  • Lookback Periods: 3

Default Rule

Default Warning760

Data Rule Name: RiskLevelFluctuationsWarning

Data Rule Description: The risk level changed from the prior period.

DRS:

RULE 
[RiskLevelFluctuations].[RiskChangeFromPriorPeriodAbs] >= 1
FLAG 'Warning'

Custom Rules

Strict Warning760

Data Rule Name: RiskLevelFluctuationsStrictWarning

Data Rule Description: The risk level had a large swing from the prior period (i.e., high to low or low to high).

DRS:

RULE 
[RiskLevelFluctuations].[RiskChangeFromPriorPeriodAbs] >= 2
FLAG 'Warning'

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