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Rationale Schema

Rationales are the reasoned justifications that bridge triggers (what happened) to responses (what we're doing). They document why the organization is taking action, providing the critical reasoning layer in the Strategic Response Model.

Schema: rationale.schema.json
Shared definitions: common.schema.json
Specification: JSON Schema Draft-07

Overview​

What is a Rationale?​

A rationale captures the logical reasoning that justifies a strategic response. It answers the questions:

  • Why are we responding to this trigger?
  • What factors influenced the decision?
  • What alternatives were considered?
  • What evidence supports this approach?

The Role of Rationales​

Every rationale names the trigger it responds to in triggerReference (and any further triggers in triggerReferences). A strategic intent points to the rationales that justify it through its own rationaleReferences, and a rationale that pursues a strategic objective links it in strategicObjectiveReference.

Without rationales, organizations have triggers and responses but no documented reasoning. This creates:

  • Audit gaps — "Why did we do this?"
  • Knowledge loss — Reasoning leaves with people
  • Inconsistency — Similar triggers get different responses
  • Poor decisions — No structured thinking process

Rationale Drivers​

Rationales are classified by their primary motivation in rationaleType, whether they respond to existing conditions or anticipate future ones in rationaleOrientation, and by the value they create or preserve in businessValueType. The common drivers correspond to these rationale types:

DriverTypical rationaleTypeTypical Triggers
Policy compliancecomplianceFulfillment, complianceManagementRegulatory, compliance, audit
Risk mitigationriskMitigation, riskPreventionSecurity incidents, audit findings
Stakeholder expectationstakeholderExpectationManagement, customerNeedsBasedCustomer feedback, investor pressure
Strategic alignmentstrategicAdvancement, organizationalAlignmentStrategic planning, market opportunity
Operational efficiencycostOptimization, costReductionPerformance threshold, cost pressure
Competitive positioningcompetitiveResponse, defensivePositionMarket intelligence, competitor action
Innovation opportunityopportunistic, innovationAdvancementTechnology change, R&D breakthrough

Rationale Attributes​

Core Attributes​

AttributeTypeRequiredDescription
rationaleIDString✓Unique identifier for the rationale
rationaleTitleString✓Title or summary of the rationale
descriptionString✓Detailed explanation supporting a strategic response
triggerReferenceString✓Primary trigger this rationale responds to
triggerReferencesArray[String]Further triggers this rationale addresses
rationaleTypeEnum✓The justification type for this rationale
rationaleOrientationEnum✓Whether the rationale is responding to existing conditions or anticipating future conditions
linkedDomainsArray[Enum]Business architecture domains influenced or justified by this rationale (shared domain list, e.g. policy, capability, valueStream)

Reasoning and Evidence Attributes​

AttributeTypeRequiredDescription
anticipatedOutcomesArray[String]For proactive rationales, the expected benefits or outcomes
alternativesConsideredArray[Object]Other strategic options that were evaluated but not selected
reasoningPatternEnumThe logical structure of the rationale
evidenceBaseEnumThe foundation for the rationale
strategicObjectiveReferenceStringReference to the strategic objective this rationale supports
businessValueTypeEnumThe nature of value creation or preservation, e.g. riskReduction, competitiveAdvantage, customerExperience
competitivePositioningObjectHow this rationale advances competitive positioning

Governance Attributes​

AttributeTypeRequiredDescription
dateCreatedDateThe date the rationale was first recorded
lastReviewedDateThe most recent date of rationale review
effectivenessRatingIntegerOptional evaluation of rationale effectiveness, from 1 to 5
authorStringThe person or team who documented the rationale
orgUnitTitleStringThe organisational unit that owns or authored the rationale
orgUnitIDStringID of the organization unit named in orgUnitTitle
relatedRationalesArray[String]References to other related rationales
relationshipTypesArray[Enum]Type of relationship with each related rationale: supports, contradicts, expands, duplicates, supersedes
relatedEntitiesArray[Object]Entities in any domain this rationale relates to, by domain and ID

Domain Insight Attributes​

Each domain can record the source of the insight behind the rationale and an assessment of its implications.

AttributeTypeRequiredDescription
customerInsightSourceEnumSource of customer insights: voiceOfCustomer, customerBehaviorAnalysis, marketResearch, customerServiceData, socialMediaAnalysis, customerJourneyMapping, customerFeedback, competitiveAnalysis
marketInsightSourceEnumSource of market insights: marketResearch, competitiveIntelligence, industryAnalysis, customerFeedback, salesData, partnerNetwork, externalConsultant, strategicPlanning
competitiveImplicationsObjectHow this rationale affects competitive position
marketRisksArray[Object]Market risks associated with this rationale
financialInsightSourceEnumSource of financial insights: financialAnalysis, performanceMetrics, investmentReview, budgetAnalysis, costStructureAssessment, revenueAnalysis, riskAssessment, capitalPlanning
financialImpactAssessmentObjectAssessment of financial implications
financialRisksArray[Object]Financial risks associated with this rationale
riskInsightSourceEnumSource of risk insights: riskAssessment, incidentAnalysis, controlMonitoring, auditFinding, industryIntelligence, scenarioAnalysis, expertJudgment
riskImpactAssessmentObjectAssessment of risk implications
supplyChainInsightSourceEnumSource of supply chain insights: performanceMetrics, supplyChainAnalytics, marketIntelligence, supplierFeedback, customerRequirements, riskAssessment, technologyEvaluation, complianceAnalysis
supplyChainImpactAssessmentObjectAssessment of supply chain implications
innovationInsightSourceEnumSource of innovation insights: experimentResults, innovationMetrics, prototypeFeedback, ideaManagementSystem, innovationAssessment, technologyScouting, portfolioAnalysis
innovationImpactAssessmentObjectAssessment of innovation implications
sustainabilityInsightSourceEnumSource of sustainability insights: esgAssessment, climateScenarioAnalysis, stakeholderMaterialityAssessment, sustainabilityReporting, externalEsgRating, environmentalImpactAnalysis, socialImpactAssessment
sustainabilityImpactAssessmentObjectAssessment of sustainability implications
peopleInsightSourceEnumSource of people insights: engagementAssessment, skillsAnalysis, culturalAssessment, competencyEvaluation, knowledgeAudit, exitInterviews, talentAnalytics, leadershipAssessment
peopleImpactAssessmentObjectAssessment of workforce implications
technologyInsightSourceEnumSource of technology insights: technologyAssessment, securityMonitoring, vendorNotification, technicalDebtAnalysis, architectureReview, technologyTrendAnalysis, systemPerformanceMonitoring
technologyImpactAssessmentObjectAssessment of technology implications
channelInsightSourceEnumSource of channel insights: channelPerformanceAnalysis, partnerFeedback, distributionNetworkAssessment, customerChannelPreference, competitiveChannelAnalysis, channelCostAnalysis, omnichannelIntegrationAssessment
channelImpactAssessmentObjectAssessment of channel implications

relatedEntities replaces the per-domain ID lists earlier versions carried (one list each for markets, budgets, risks, channels and so on). Each entry is a shared entity reference naming a domain and the ID of a record in it, for example { "domainType": "market", "entityID": "MKT-ENTSW-001" }.

AttributeTypeRequiredDescription
domainTypeEnum✓The domain of the referenced entity (shared domain list)
entityIDString✓Identifier of the record within its domain
titleStringName of the referenced entity, for readability

Alternative Considered (alternativesConsidered)​

AttributeTypeRequiredDescription
alternativeIDStringIdentifier for this alternative
alternativeDescriptionString✓Description of the alternative strategic option
reasonForRejectionStringReasoning behind why this alternative was not selected

Competitive Positioning (competitivePositioning)​

AttributeTypeRequiredDescription
positioningTypeEnumType of competitive positioning strategy: differentiation, costLeadership, focusStrategy, blueOcean, industryLeadership, fastFollower, nicheDominance, strategicAlliance, innovationLeadership
positioningDescriptionString✓Detailed description of how this advances competitive stance
competitiveTargetStringSpecific market segment, competitor, or industry position targeted

Competitive Implications (competitiveImplications)​

AttributeTypeRequiredDescription
implicationTypeEnumType of competitive implication: offensive, defensive, neutral, disruptive
targetCompetitorsArray[String]Competitors targeted by this rationale
expectedResponseStringExpected competitive response

Market Risk (marketRisks)​

AttributeTypeRequiredDescription
riskDescriptionString✓Description of the market risk
likelihoodIntegerLikelihood of this risk (1-5)
impactIntegerImpact of this risk (1-5)
mitigationStringApproach to mitigating this risk

Financial Impact Assessment (financialImpactAssessment)​

AttributeTypeRequiredDescription
impactTypeEnumType of financial impact: revenue, cost, profitMargin, cashFlow, balanceSheet, incomeStatement, capitalStructure, investmentReturn
estimatedAmountNumberEstimated financial impact amount
impactTimeframeStringTimeframe for the financial impact

Financial Risk (financialRisks)​

AttributeTypeRequiredDescription
riskDescriptionString✓Description of the financial risk
financialExposureNumberPotential financial exposure
likelihoodIntegerLikelihood of this risk (1-5)
mitigationStringApproach to mitigating this risk

Risk Impact Assessment (riskImpactAssessment)​

AttributeTypeRequiredDescription
impactTypeEnumType of risk impact: the shared risk category list plus cyber and healthSafety
impactSeverityEnumSeverity of impact: the shared impact magnitude list plus critical
impactLikelihoodEnumLikelihood of impact (shared five-point likelihood: veryLow to veryHigh)
confidenceLevelIntegerConfidence in this assessment (1-5)

Supply Chain Impact Assessment (supplyChainImpactAssessment)​

AttributeTypeRequiredDescription
impactAreasArray[Enum]Areas of supply chain impacted: supplierNetwork, logistics, inventory, manufacturing, distribution, procurement, demandPlanning, fulfillment
impactSeverityEnumSeverity of impact: the shared impact magnitude list plus critical
impactTimeframeEnumTimeframe for impact (shared time horizon list)

Innovation Impact Assessment (innovationImpactAssessment)​

AttributeTypeRequiredDescription
impactTypeEnumType of innovation impact: acceleration, redirection, termination, expansion, contraction
affectedCapabilitiesArray[String]Innovation capabilities affected
timeframeChangeStringImpact on innovation timelines

Sustainability Impact Assessment (sustainabilityImpactAssessment)​

AttributeTypeRequiredDescription
impactDimensionsArray[String]Sustainability dimensions affected
stakeholderExpectationsStringExpectations from stakeholders
complianceRelevanceStringRelevance to sustainability compliance requirements

People Impact Assessment (peopleImpactAssessment)​

AttributeTypeRequiredDescription
impactAreasArray[String]People areas impacted
affectedRolesArray[String]Specific roles affected
timeframeForChangeStringTimeframe for people changes

Technology Impact Assessment (technologyImpactAssessment)​

AttributeTypeRequiredDescription
impactAreasArray[String]Technology areas impacted
technicalDebtStringImpact on technical debt
timeframeForImplementationStringTimeframe for technology implementation

Channel Impact Assessment (channelImpactAssessment)​

AttributeTypeRequiredDescription
impactAreasArray[String]Channel areas impacted
customerJourneyEffectsStringEffects on customer journey
implementationComplexityEnumComplexity of implementation: low, medium, high

Rationale Types​

Rationale Type (rationaleType)​

General types apply to any domain; the others capture domain-specific reasoning.

ValueDomainDescription
preventativeGeneralActing to stop a problem before it occurs
remedialGeneralCorrecting an existing problem
opportunisticGeneralCapitalizing on an emerging opportunity
proactiveGeneralAnticipating future conditions
reactiveGeneralResponding to conditions that have already arisen
complianceFulfillmentGeneralMeeting a mandatory legal, regulatory or policy requirement
strategicAdvancementGeneralAdvancing strategic objectives
customerNeedsBasedGeneralResponding to identified customer needs
marketTrendsBasedGeneralResponding to observed market trends
customerExperienceEnhancementCustomerEnhancing customer experience
customerFeedbackResponseCustomerActing on customer feedback
customerRetentionFocusCustomerReducing customer churn
customerAcquisitionFocusCustomerWinning new customers
competitiveResponseMarketResponding to competitor action
marketOpportunityMarketPursuing a market opening
defensivePositionMarketProtecting an existing market position
industryAdaptationMarketAdapting to structural industry change
growthInitiativeMarketPursuing market growth
innovationImperativeMarketInnovating to stay competitive
consolidationStrategyMarketConsolidating market presence or portfolio
financialPerformanceImprovementFinanceImproving financial results
costOptimizationFinanceReducing operational costs
investmentJustificationFinanceJustifying an investment on its return
capitalAllocationFinanceDirecting capital to its best use
financialRiskManagementFinanceManaging financial risk exposure
resourcePrioritizationFinancePrioritizing scarce financial resources
financialSustainabilityFinanceSecuring long-term financial health
riskPreventionRisk ManagementPreventing a risk from materializing
riskMitigationRisk ManagementReducing risk likelihood or impact
riskTransferRisk ManagementTransferring risk through insurance or outsourcing
riskAcceptanceRisk ManagementAccepting a risk within tolerance
controlEnhancementRisk ManagementStrengthening controls
responsePlanningRisk ManagementPreparing responses to potential events
complianceManagementRisk ManagementEnsuring ongoing regulatory compliance
disruptionResponseSupply ChainResponding to supply disruption
networkOptimizationSupply ChainOptimizing the supply network
costReductionSupply ChainLowering supply chain costs
serviceImprovementSupply ChainImproving supply chain service levels
capabilityDevelopmentSupply ChainBuilding supply chain capability
technologyAdoptionSupply ChainAdopting supply chain technology
innovationAdvancementInnovationAdvancing innovation goals
capabilityEnhancementInnovationEnhancing innovation capability
portfolioOptimizationInnovationOptimizing the innovation portfolio
experimentationNeedInnovationTesting concepts before committing
innovationCultureInnovationBuilding an innovation culture
innovationProcessImprovementInnovationImproving innovation processes
sustainabilityComplianceSustainabilityMeeting sustainability obligations
environmentalStewardshipSustainabilityReducing environmental impact
socialImpactEnhancementSustainabilityImproving social impact
governanceImprovementSustainabilityStrengthening governance
climateRiskMitigationSustainabilityReducing climate-related risk
stakeholderExpectationManagementSustainabilityMeeting stakeholder expectations
circularEconomyAdvancementSustainabilityAdvancing circular economy practices
resourceEfficiencyImprovementSustainabilityUsing resources more efficiently
talentDevelopmentPeopleDeveloping workforce skills
cultureEnhancementPeopleStrengthening organizational culture
knowledgeManagementPeopleRetaining and sharing knowledge
workforceOptimizationPeopleRight-sizing or reshaping the workforce
talentAcquisitionPeopleAttracting needed talent
employeeExperienceImprovementPeopleImproving employee experience
leadershipDevelopmentPeopleDeveloping leaders
organizationalAlignmentPeopleAligning structure with strategy
technologyRefreshTechnologyReplacing ageing technology
legacyModernizationTechnologyModernizing legacy systems
securityEnhancementTechnologyImproving security posture
technologyIntegrationTechnologyIntegrating systems
technologyStandardizationTechnologyStandardizing technology
architectureTransformationTechnologyTransforming technical architecture
digitalCapabilityBuildingTechnologyBuilding digital capability
technicalDebtReductionTechnologyReducing technical debt
channelOptimizationChannelOptimizing channel performance
channelExpansionChannelAdding or extending channels
partnerManagementChannelManaging channel partners
distributionEfficiencyChannelImproving distribution efficiency
omnichannelIntegrationChannelIntegrating channels into a seamless experience
channelConflictResolutionChannelResolving conflict between channels
digitalChannelDevelopmentChannelDeveloping digital channels
channelMixRebalancingChannelRebalancing the channel mix

Rationale Orientation (rationaleOrientation)​

ValueDescription
reactiveResponds to existing conditions, typically a trigger that has occurred
proactiveAnticipates future conditions; record the expected benefits in anticipatedOutcomes

Reasoning Pattern (reasoningPattern)​

ValueDescription
causalCause and effect: the trigger leads to a consequence the response addresses
comparativeOptions compared and the best chosen (trade-off or cost-benefit analysis)
normativeDriven by values, standards or obligations
predictiveBased on forecasts of future conditions
analogicalSimilar past situation referenced
deductiveGeneral principle applied to specific case
inductivePattern observed, generalization made
customerNeedsBasedReasoning from identified customer needs
journeyFrictionBasedReasoning from friction points in customer journeys
segmentValueBasedReasoning from the value of a customer segment
experienceGapBasedReasoning from the gap between expected and actual experience

Evidence Base (evidenceBase)​

ValueDescription
dataDrivenQuantitative data analysis
expertJudgmentExpert opinion or professional judgment
industryBestPracticeRecognized industry practice or benchmark
customerFeedbackDirect customer feedback
internalAnalysisInternal analysis or review
externalResearchExternal research, guidance or publications
competitiveAnalysisAnalysis of competitors
voiceOfCustomerStructured voice-of-customer programs
customerBehaviorAnalysisObserved customer behavior
marketResearchMarket research studies
customerServiceDataCustomer service records
socialMediaAnalysisSocial media analysis
customerJourneyMappingCustomer journey maps
competitiveIntelligenceCompetitive intelligence gathering
industryAnalysisIndustry structure analysis
salesDataSales results
partnerNetworkInsight from partners
externalConsultantExternal consultant advice
strategicPlanningStrategy development process
financialAnalysisFinancial analysis
performanceMetricsPerformance indicators and KPIs
investmentReviewInvestment review
budgetAnalysisBudget analysis
costStructureAssessmentCost structure assessment
revenueAnalysisRevenue analysis
riskAssessmentRisk assessment
capitalPlanningCapital planning
incidentAnalysisAnalysis of incidents
controlMonitoringControl monitoring results
auditFindingInternal or external audit finding
industryIntelligenceIndustry intelligence sources
scenarioAnalysisScenario analysis
supplyChainAnalyticsSupply chain analytics
marketIntelligenceMarket intelligence
supplierFeedbackSupplier feedback
customerRequirementsStated customer requirements
technologyEvaluationTechnology evaluation
complianceAnalysisCompliance analysis
sustainabilityInsightSustainability assessment or reporting
peopleInsightWorkforce and people analytics
experimentResultsResults of experiments
prototypeFeedbackFeedback on prototypes

JSON Schema Definition​

The full definition is rationale.schema.json. It requires rationaleID, rationaleTitle, description, triggerReference, rationaleType and rationaleOrientation, and rejects properties it does not define. linkedDomains, the relatedEntities entries and several assessment fields use shared definitions from common.schema.json.

Examples​

Compliance Rationale​

{
"rationaleID": "RAT-001",
"rationaleTitle": "Privacy Act Compliance Response",
"description": "The organization must implement enhanced consent management and data subject request processing to comply with the Privacy Act Amendment 2024. Failure to comply would result in regulatory penalties up to $50M and reputational damage. The 12-month compliance window requires immediate action.",
"triggerReference": "TRG-003",
"linkedDomains": [
"policy",
"capability",
"information",
"technology"
],
"rationaleType": "complianceFulfillment",
"rationaleOrientation": "reactive",
"alternativesConsidered": [
{
"alternativeID": "ALT-001",
"alternativeDescription": "Minimal compliance approach - meet only mandatory requirements",
"reasonForRejection": "High risk of regulatory interpretation challenges and future remediation costs"
},
{
"alternativeID": "ALT-002",
"alternativeDescription": "Outsource consent management to third-party provider",
"reasonForRejection": "Data sovereignty concerns and ongoing dependency risk"
}
],
"reasoningPattern": "causal",
"evidenceBase": "externalResearch",
"businessValueType": "riskReduction",
"dateCreated": "2024-07-01",
"lastReviewed": "2024-07-01",
"author": "Chief Risk Officer",
"orgUnitTitle": "Risk and Compliance",
"orgUnitID": "OU-RISK-001",
"relatedEntities": [
{
"domainType": "policy",
"entityID": "POL-007",
"title": "Data Retention Policy"
},
{
"domainType": "capability",
"entityID": "CAP-014",
"title": "Consent Management"
}
],
"riskInsightSource": "auditFinding",
"riskImpactAssessment": {
"impactType": "compliance",
"impactSeverity": "severe",
"impactLikelihood": "high",
"confidenceLevel": 5
}
}

Strategic Alignment Rationale​

{
"rationaleID": "RAT-002",
"rationaleTitle": "AI-First Customer Service Transformation",
"description": "Implementing AI-powered customer service capabilities will differentiate us from competitors, reduce cost-to-serve by 30%, and improve customer satisfaction through faster resolution times. This aligns with our 2025 strategy of becoming the most customer-centric provider in the market.",
"triggerReference": "TRG-006",
"linkedDomains": [
"strategy",
"capability",
"technology",
"customer",
"performance"
],
"rationaleType": "strategicAdvancement",
"rationaleOrientation": "proactive",
"anticipatedOutcomes": [
"30% reduction in cost-to-serve",
"24/7 customer support coverage",
"Faster resolution times"
],
"alternativesConsidered": [
{
"alternativeDescription": "Expand human customer service team",
"reasonForRejection": "Does not scale cost-effectively and cannot provide 24/7 coverage"
},
{
"alternativeDescription": "Outsource to BPO provider",
"reasonForRejection": "Quality concerns and loss of customer relationship control"
}
],
"reasoningPattern": "comparative",
"evidenceBase": "dataDriven",
"strategicObjectiveReference": "OBJ-001",
"businessValueType": "competitiveAdvantage",
"competitivePositioning": {
"positioningType": "differentiation",
"positioningDescription": "Differentiate through always-available, fast-resolution AI service",
"competitiveTarget": "Retail banking customers"
},
"dateCreated": "2024-02-15",
"author": "Executive Committee",
"orgUnitTitle": "Customer Experience",
"customerInsightSource": "voiceOfCustomer"
}

Risk Mitigation Rationale​

{
"rationaleID": "RAT-003",
"rationaleTitle": "Core Banking Platform Modernization",
"description": "The legacy core banking platform reaches end-of-support in December 2025, creating unacceptable operational and security risks. Modernization to a cloud-native platform will eliminate vendor dependency risk, improve resilience, and enable future capability development.",
"triggerReference": "TRG-004",
"linkedDomains": [
"technology",
"capability",
"risk"
],
"rationaleType": "legacyModernization",
"rationaleOrientation": "reactive",
"alternativesConsidered": [
{
"alternativeDescription": "Negotiate extended support with vendor",
"reasonForRejection": "Vendor declined; no commercial terms available"
},
{
"alternativeDescription": "In-house maintenance without vendor support",
"reasonForRejection": "Unacceptable security risk and regulatory concerns"
}
],
"reasoningPattern": "causal",
"evidenceBase": "technologyEvaluation",
"businessValueType": "systemReliability",
"dateCreated": "2024-04-30",
"author": "Board Technology Committee",
"orgUnitTitle": "Enterprise Technology",
"relatedEntities": [
{
"domainType": "technology",
"entityID": "TECH-CBS-001",
"title": "Core Banking Platform"
},
{
"domainType": "risk",
"entityID": "RISK-042",
"title": "Unsupported platform risk"
}
],
"technologyInsightSource": "vendorNotification",
"technologyImpactAssessment": {
"impactAreas": [
"Core banking",
"Integration"
],
"technicalDebt": "Retires 15 years of platform customisations",
"timeframeForImplementation": "18 months"
}
}

Domain-Specific Attributes​

Domain-specific reasoning is recorded in the rationale's own domain insight attributes rather than in a free-form extension. The snippets below show typical use.

Customer Domain​

{
"customerInsightSource": "customerBehaviorAnalysis",
"relatedEntities": [
{ "domainType": "customer", "entityID": "CUST-001", "title": "Affluent Professionals" }
]
}

Finance Domain​

{
"financialInsightSource": "investmentReview",
"financialImpactAssessment": {
"impactType": "investmentReturn",
"estimatedAmount": 5000000,
"impactTimeframe": "24 months"
},
"financialRisks": [
{
"riskDescription": "Implementation cost overrun",
"financialExposure": 750000,
"likelihood": 3,
"mitigation": "Phased funding released at stage gates"
}
]
}

Risk Management Domain​

{
"riskInsightSource": "controlMonitoring",
"riskImpactAssessment": {
"impactType": "operational",
"impactSeverity": "major",
"impactLikelihood": "medium",
"confidenceLevel": 4
}
}

Usage Guidelines​

Writing Effective Rationales​

  1. State the reasoning clearly — Explain the "why" in plain language
  2. Link to evidence — Record the evidenceBase and the relevant insight source
  3. Document alternatives — Show what else was considered in alternativesConsidered
  4. Assess honestly — Don't overstate certainty; review with lastReviewed and effectivenessRating
  5. Record ownership — Name the author and owning orgUnitTitle

Common Mistakes to Avoid​

MistakeProblemSolution
Vague reasoning"Because we need to" doesn't explainBe specific about why
Missing evidenceAssertions without supportCite sources and data
No alternativesAppears predeterminedDocument what else was considered
Wrong rationale typeMisclassifies the motivationChoose the primary rationaleType carefully
No ownerLacks governanceRecord the author and owning unit
For Data Engineers

Rationales can be enriched with data lineage information showing which data assets informed the decision. Consider linking relatedEntities to Information domain records to create full traceability from data to business decisions.