Impact Measurement

class TheoryOfChangeImplementation {
  constructor(
    private outcomeFramework: OutcomeFrameworkEngine,
    private logicModelBuilder: LogicModelBuilder,
    private assumptionValidator: AssumptionValidator
  ) {}

  async createTheoryOfChangeSystem(
    socialGoals: SocialGoal[],
    targetPopulation: TargetPopulation,
    interventionStrategy: InterventionStrategy
  ): Promise<TheoryOfChangeSystem> {
    
    return {
      logicModelConstruction: await this.setupLogicModelConstruction(socialGoals, interventionStrategy),
      assumptionMapping: await this.setupAssumptionMapping(socialGoals),
      outcomeHierarchy: await this.setupOutcomeHierarchy(socialGoals),
      indicatorFramework: await this.setupIndicatorFramework(targetPopulation),
      evidenceRequirements: await this.setupEvidenceRequirements(socialGoals)
    };
  }

  private async setupLogicModelConstruction(
    goals: SocialGoal[],
    strategy: InterventionStrategy
  ): Promise<LogicModelConstructionSystem> {
    
    return {
      // Input and activity mapping
      inputActivityMapping: {
        resourceIdentification: this.identifyRequiredResources(strategy),
        activitySequencing: this.sequenceActivities(strategy),
        inputOutputLinkage: this.linkInputsToOutputs(),
        resourceAllocationOptimization: this.optimizeResourceAllocation(),
        activityEfficiencyAnalysis: this.analyzeActivityEfficiency()
      },

      // Output specification
      outputSpecification: {
        directOutputIdentification: this.identifyDirectOutputs(strategy),
        outputQuantification: this.quantifyOutputs(),
        qualityStandardsDefinition: this.defineQualityStandards(),
        outputTimelineMapping: this.mapOutputTimelines(),
        outputTargetSetting: this.setOutputTargets()
      },

      // Outcome pathway development
      outcomePathwayDevelopment: {
        shortTermOutcomeIdentification: this.identifyShortTermOutcomes(goals),
        mediumTermOutcomeIdentification: this.identifyMediumTermOutcomes(goals),
        longTermOutcomeIdentification: this.identifyLongTermOutcomes(goals),
        outcomeInterconnectionMapping: this.mapOutcomeInterconnections(),
        outcomeTimingEstimation: this.estimateOutcomeTimings()
      },

      // Impact articulation
      impactArticulation: {
        ultimateImpactDefinition: this.defineUltimateImpact(goals),
        societalLevelChanges: this.articulateSocietalLevelChanges(goals),
        systemicChangeIdentification: this.identifySystemicChanges(),
        transformationalOutcomes: this.defineTransformationalOutcomes(),
        legacyAndSustainabilityPlanning: this.planForLegacyAndSustainability()
      }
    };
  }

  private async setupAssumptionMapping(
    goals: SocialGoal[]
  ): Promise<AssumptionMappingSystem> {
    
    return {
      // Assumption identification
      assumptionIdentification: {
        contextualAssumptions: this.identifyContextualAssumptions(goals),
        behavioralAssumptions: this.identifyBehavioralAssumptions(),
        systemicAssumptions: this.identifySystemicAssumptions(),
        resourceAvailabilityAssumptions: this.identifyResourceAssumptions(),
        externalFactorAssumptions: this.identifyExternalFactorAssumptions()
      },

      // Risk assessment
      riskAssessment: {
        assumptionValidityTesting: this.testAssumptionValidity(),
        riskProbabilityEstimation: this.estimateRiskProbabilities(),
        riskImpactAssessment: this.assessRiskImpacts(),
        mitigationStrategyDevelopment: this.developMitigationStrategies(),
        contingencyPlanningFramework: this.developContingencyPlans()
      },

      // Assumption monitoring
      assumptionMonitoring: {
        assumptionTrackingMechanisms: this.implementAssumptionTracking(),
        validationDataCollection: this.collectValidationData(),
        assumptionUpdateProtocols: this.establishUpdateProtocols(),
        stakeholderFeedbackIntegration: this.integrateStakeholderFeedback(),
        adaptiveManagementApproaches: this.implementAdaptiveManagement()
      },

      // Learning integration
      learningIntegration: {
        assumptionLearningCapture: this.captureAssumptionLearning(),
        theoryRefinementProcesses: this.implementTheoryRefinement(),
        evidenceBasedUpdates: this.implementEvidenceBasedUpdates(),
        iterativeImprovementCycles: this.establishImprovementCycles(),
        knowledgeTransferMechanisms: this.establishKnowledgeTransfer()
      }
    };
  }
}

class RealTimeImpactTracking {
  constructor(
    private dataCollectionEngine: ImpactDataCollectionEngine,
    private analyticsProcessor: ImpactAnalyticsProcessor,
    private visualizationEngine: ImpactVisualizationEngine
  ) {}

  async createRealTimeImpactPlatform(
    impactFramework: ImpactFramework,
    stakeholderNeeds: StakeholderNeeds[],
    dataGovernance: DataGovernanceFramework
  ): Promise<RealTimeImpactPlatform> {
    
    return {
      dataCollectionInfrastructure: await this.setupDataCollectionInfrastructure(impactFramework),
      realTimeAnalytics: await this.setupRealTimeAnalytics(impactFramework),
      stakeholderDashboards: await this.setupStakeholderDashboards(stakeholderNeeds),
      alertingSystem: await this.setupImpactAlerting(),
      qualityAssurance: await this.setupDataQualityAssurance(dataGovernance)
    };
  }

  private async setupDataCollectionInfrastructure(
    framework: ImpactFramework
  ): Promise<ImpactDataCollectionSystem> {
    
    return {
      // Multi-modal data capture
      multiModalDataCapture: {
        userInteractionTracking: this.trackUserInteractions(framework),
        behaviorChangeMonitoring: this.monitorBehaviorChanges(framework),
        outcomeDataCollection: this.collectOutcomeData(framework),
        contextualDataCapture: this.captureContextualData(),
        longitudinalDataTracking: this.implementLongitudinalTracking()
      },

      // Automated data collection
      automatedDataCollection: {
        passiveDataCollection: this.implementPassiveDataCollection(),
        sensorDataIntegration: this.integrateSensorData(),
        thirdPartyAPIIntegration: this.integrateThirdPartyAPIs(),
        socialMediaSentimentTracking: this.trackSocialMediaSentiment(),
        publicDatasetIntegration: this.integratePublicDatasets()
      },

      // User-generated data
      userGeneratedData: {
        surveyAndFeedbackCollection: this.collectSurveyFeedback(),
        storytellingAndNarrativeCapture: this.captureStoriesAndNarratives(),
        photoAndVideoDocumentation: this.enablePhotoVideoDocumentation(),
        communityGeneratedContent: this.facilitateCommunityContent(),
        peerToPeerDataSharing: this.enablePeerToPeerDataSharing()
      },

      // Stakeholder data integration
      stakeholderDataIntegration: {
        partnerOrganizationDataFeeds: this.integratePartnerDataFeeds(),
        governmentDataIntegration: this.integrateGovernmentData(),
        academicResearchCollaboration: this.collaborateWithAcademicResearch(),
        communityDataContribution: this.enableCommunityDataContribution(),
        expertValidationSystems: this.implementExpertValidationSystems()
      }
    };
  }

  private async setupRealTimeAnalytics(
    framework: ImpactFramework
  ): Promise<RealTimeImpactAnalyticsSystem> {
    
    return {
      // Impact calculation engines
      impactCalculationEngines: {
        directImpactCalculation: this.calculateDirectImpact(framework),
        indirectImpactEstimation: this.estimateIndirectImpact(framework),
        cumulativeImpactTracking: this.trackCumulativeImpact(framework),
        marginalImpactAnalysis: this.analyzeMarginalImpact(),
        attributionModelApplication: this.applyAttributionModels()
      },

      // Predictive analytics
      predictiveAnalytics: {
        outcomeForecasting: this.forecastOutcomes(framework),
        impactTrendPrediction: this.predictImpactTrends(),
        riskEarlyWarningSystem: this.implementRiskEarlyWarning(),
        interventionOptimizationRecommendations: this.recommendInterventionOptimizations(),
        resourceAllocationOptimization: this.optimizeResourceAllocation()
      },

      // Comparative analysis
      comparativeAnalysis: {
        benchmarkComparison: this.compareToBenchmarks(framework),
        peerOrganizationComparison: this.compareToPeerOrganizations(),
        historicalTrendAnalysis: this.analyzeHistoricalTrends(),
        crossProgramComparison: this.compareCrossPrograms(),
        bestPracticeIdentification: this.identifyBestPractices()
      },

      // Segmentation analysis
      segmentationAnalysis: {
        demographicSegmentAnalysis: this.analyzeByDemographicSegments(),
        geographicSegmentAnalysis: this.analyzeByGeographicSegments(),
        behavioralSegmentAnalysis: this.analyzeByBehavioralSegments(),
        vulnerabilityBasedSegmentation: this.segmentByVulnerability(),
        engagementLevelSegmentation: this.segmentByEngagementLevel()
      }
    };
  }
}

class StakeholderImpactCommunication {
  constructor(
    private audiencePersonalization: AudiencePersonalizationEngine,
    private narrativeGeneration: ImpactNarrativeGenerator,
    private visualizationEngine: AdvancedVisualizationEngine
  ) {}

  async createImpactCommunicationPlatform(
    stakeholderMap: StakeholderMap,
    impactData: ImpactDataStreams,
    communicationRequirements: CommunicationRequirements
  ): Promise<ImpactCommunicationPlatform> {
    
    return {
      audienceSegmentation: await this.setupAudienceSegmentation(stakeholderMap),
      personalizedReporting: await this.setupPersonalizedReporting(communicationRequirements),
      impactStorytelling: await this.setupImpactStorytelling(impactData),
      interactiveDashboards: await this.setupInteractiveDashboards(stakeholderMap),
      evidencePackaging: await this.setupEvidencePackaging()
    };
  }

  private async setupAudienceSegmentation(
    stakeholderMap: StakeholderMap
  ): Promise<AudienceSegmentationSystem> {
    
    return {
      // Stakeholder categorization
      stakeholderCategorization: {
        fundersAndInvestors: this.categorizeFundersAndInvestors(stakeholderMap),
        beneficiariesAndUsers: this.categorizeBeneficiariesAndUsers(stakeholderMap),
        implementingPartners: this.categorizeImplementingPartners(stakeholderMap),
        policyMakersAndGovernment: this.categorizePolicyMakers(stakeholderMap),
        academicAndResearchCommunity: this.categorizeAcademicCommunity(stakeholderMap)
      },

      // Information needs analysis
      informationNeedsAnalysis: {
        decisionMakingInformationNeeds: this.analyzeDecisionMakingNeeds(),
        accountabilityInformationNeeds: this.analyzeAccountabilityNeeds(),
        learningAndImprovementNeeds: this.analyzeLearningNeeds(),
        advocacyAndCommunicationNeeds: this.analyzeAdvocacyNeeds(),
        complianceAndReportingNeeds: this.analyzeComplianceNeeds()
      },

      // Communication preferences
      communicationPreferences: {
        formatPreferences: this.analyzFormatPreferences(stakeholderMap),
        frequencyPreferences: this.analyzeFrequencyPreferences(stakeholderMap),
        detailLevelPreferences: this.analyzeDetailLevelPreferences(stakeholderMap),
        visualizationPreferences: this.analyzeVisualizationPreferences(stakeholderMap),
        interactivityPreferences: this.analyzeInteractivityPreferences(stakeholderMap)
      },

      // Engagement optimization
      engagementOptimization: {
        timingOptimization: this.optimizeEngagementTiming(stakeholderMap),
        channelOptimization: this.optimizeEngagementChannels(stakeholderMap),
        contentPersonalization: this.personalizeContent(),
        feedbackLoopIntegration: this.integrateFeedbackLoops(),
        continuousEngagementStrategies: this.developContinuousEngagement()
      }
    };
  }

  private async setupImpactStorytelling(
    data: ImpactDataStreams
  ): Promise<ImpactStorytellingSystem> {
    
    return {
      // Narrative construction
      narrativeConstruction: {
        humanCenteredStoryGeneration: this.generateHumanCenteredStories(data),
        dataStorytellingIntegration: this.integrateDataStorytelling(data),
        changeJourneyNarratives: this.createChangeJourneyNarratives(data),
        communityVoiceAmplification: this.amplifyCommunityVoices(data),
        transformationStoryCreation: this.createTransformationStories(data)
      },

      // Multi-media storytelling
      multiMediaStorytelling: {
        visualStorytellingCreation: this.createVisualStorytelling(),
        videoDocumentaryGeneration: this.generateVideoDocumentaries(),
        interactiveStoryExperiences: this.createInteractiveStoryExperiences(),
        podcastAndAudioStoryCreation: this.createAudioStories(),
        socialMediaStoryAdaptation: this.adaptStoriesForSocialMedia()
      },

      // Impact narrative frameworks
      impactNarrativeFrameworks: {
        beforeAndAfterNarratives: this.createBeforeAndAfterNarratives(data),
        challengeSolutionImpactFramework: this.applyChallengeSolutionImpactFramework(),
        heroJourneyImpactNarratives: this.createHeroJourneyNarratives(),
        systemicChangeStories: this.createSystemicChangeStories(data),
        futureVisionNarratives: this.createFutureVisionNarratives()
      },

      // Story validation and ethics
      storyValidationAndEthics: {
        beneficiaryConsentAndOwnership: this.ensureBeneficiaryConsent(),
        culturalSensitivityValidation: this.validateCulturalSensitivity(),
        dignityPreservingStorytelling: this.preserveDignityInStorytelling(),
        accuracyAndAuthenticityAssurance: this.assureAccuracyAndAuthenticity(),
        privacyProtectiveNarratives: this.createPrivacyProtectiveNarratives()
      }
    };
  }
}

class AttributionCausalityFramework {
  constructor(
    private causalInferenceEngine: CausalInferenceEngine,
    private experimentationPlatform: ExperimentationPlatform,
    private contributionAnalysis: ContributionAnalysisEngine
  ) {}

  async createAttributionFramework(
    interventionModel: InterventionModel,
    contextualFactors: ContextualFactor[],
    outcomeFramework: OutcomeFramework
  ): Promise<AttributionFrameworkSystem> {
    
    return {
      causalPathwayMapping: await this.setupCausalPathwayMapping(interventionModel),
      contributionAnalysis: await this.setupContributionAnalysis(contextualFactors),
      experimentalDesign: await this.setupExperimentalDesign(outcomeFramework),
      counterfactualAnalysis: await this.setupCounterfactualAnalysis(),
      attributionValidation: await this.setupAttributionValidation()
    };
  }

  private async setupCausalPathwayMapping(
    model: InterventionModel
  ): Promise<CausalPathwayMappingSystem> {
    
    return {
      // Pathway identification
      pathwayIdentification: {
        directCausalPathways: this.identifyDirectCausalPathways(model),
        indirectCausalPathways: this.identifyIndirectCausalPathways(model),
        mediatingFactorIdentification: this.identifyMediatingFactors(),
        moderatingVariableIdentification: this.identifyModeratingVariables(),
        confoundingFactorMapping: this.mapConfoundingFactors()
      },

      // Mechanism analysis
      mechanismAnalysis: {
        behaviorChangemechanisms: this.analyzeBehaviorChangeMechanisms(model),
        socialChangeProcesses: this.analyzeSocialChangeProcesses(model),
        systemicTransformationPathways: this.analyzeSystemicTransformationPathways(model),
        unintendedConsequenceIdentification: this.identifyUnintendedConsequences(),
        rippleEffectMapping: this.mapRippleEffects()
      },

      // Temporal dynamics
      temporalDynamics: {
        shortTermEffectMapping: this.mapShortTermEffects(),
        mediumTermOutcomePathways: this.mapMediumTermPathways(),
        longTermImpactProjection: this.projectLongTermImpact(),
        delayedEffectIdentification: this.identifyDelayedEffects(),
        temporalDecayAnalysis: this.analyzeTemporalDecay()
      },

      // Context-specific pathways
      contextSpecificPathways: {
        culturalContextAdaptation: this.adaptToculturalContext(),
        economicContextConsideration: this.considerEconomicContext(),
        politicalEnvironmentFactors: this.factorPoliticalEnvironment(),
        geographicVariationMapping: this.mapGeographicVariation(),
        demographicSpecificPathways: this.mapDemographicSpecificPathways()
      }
    };
  }

  private async setupContributionAnalysis(
    factors: ContextualFactor[]
  ): Promise<ContributionAnalysisSystem> {
    
    return {
      // Contribution story development
      contributionStoryDevelopment: {
        theorizedContributionArticulation: this.articulateTheorizedContribution(),
        evidenceAssemblyFramework: this.developEvidenceAssemblyFramework(),
        alternativeExplanationExploration: this.exploreAlternativeExplanations(),
        contributionNarrativeConstruction: this.constructContributionNarrative(),
        storyValidationProtocols: this.establishStoryValidationProtocols()
      },

      // Evidence triangulation
      evidenceTriangulation: {
        quantitativeEvidenceIntegration: this.integrateQuantitativeEvidence(),
        qualitativeEvidenceIntegration: this.integrateQualitativeEvidence(),
        participatoryEvidenceInclusion: this.includeParticipatoryEvidence(),
        externalValidationSources: this.incorporateExternalValidation(),
        evidenceWeightingFrameworks: this.developEvidenceWeightingFrameworks()
      },

      // Rival explanation testing
      rivalExplanationTesting: {
        alternativeHypothesisGeneration: this.generateAlternativeHypotheses(),
        externalFactorAnalysis: this.analyzeExternalFactors(factors),
        competingInterventionAssessment: this.assessCompetingInterventions(),
        selectionBiasExamination: this.examineSelectionBias(),
        confoundingVariableControl: this.controlConfoundingVariables()
      },

      // Confidence assessment
      confidenceAssessment: {
        evidenceStrengthEvaluation: this.evaluateEvidenceStrength(),
        certaintylevelAssignment: this.assignCertaintyLevels(),
        uncertaintyQuantification: this.quantifyUncertainty(),
        confidenceIntervalCalculation: this.calculateConfidenceIntervals(),
        robustnessTesting: this.testRobustness()
      }
    };
  }
}

class SDGAlignmentImpactReporting {
  constructor(
    private sdgMapping: SDGMappingEngine,
    private globalIndicators: GlobalIndicatorsEngine,
    private reportingFrameworks: InternationalReportingFrameworks
  ) {}

  async createSDGAlignmentSystem(
    programTheoryOfChange: TheoryOfChange,
    globalCommitments: GlobalCommitment[],
    reportingRequirements: ReportingRequirement[]
  ): Promise<SDGAlignmentSystem> {
    
    return {
      sdgTargetMapping: await this.setupSDGTargetMapping(programTheoryOfChange),
      globalIndicatorAlignment: await this.setupGlobalIndicatorAlignment(globalCommitments),
      frameworkIntegration: await this.setupFrameworkIntegration(reportingRequirements),
      progressTracking: await this.setupSDGProgressTracking(),
      globalReporting: await this.setupGlobalReporting()
    };
  }

  private async setupSDGTargetMapping(
    theoryOfChange: TheoryOfChange
  ): Promise<SDGTargetMappingSystem> {
    
    return {
      // Direct SDG contributions
      directSDGContributions: {
        primarySDGTargetAlignment: this.alignWithPrimarySDGTargets(theoryOfChange),
        secondarySDGTargetContributions: this.identifySecondaryContributions(theoryOfChange),
        sdgIndicatorMapping: this.mapToSDGIndicators(),
        targetSpecificOutcomeAlignment: this.alignOutcomesToTargets(),
        sdgProgressionTracking: this.trackSDGProgression()
      },

      // Cross-cutting themes
      crossCuttingThemes: {
        genderEqualityIntegration: this.integrateGenderEquality(theoryOfChange),
        environmentalSustainabilityIntegration: this.integrateEnvironmentalSustainability(theoryOfChange),
        socialInclusionIntegration: this.integrateSocialInclusion(theoryOfChange),
        economicEmpowermentIntegration: this.integrateEconomicEmpowerment(theoryOfChange),
        humanRightsIntegration: this.integrateHumanRights(theoryOfChange)
      },

      // Interlinkage analysis
      interlinkageAnalysis: {
        sdgSynergyIdentification: this.identifySDGSynergies(),
        tradeOffAnalysis: this.analyzeSDGTradeOffs(),
        spilloverEffectMapping: this.mapSpilloverEffects(),
        acceleratorEffectIdentification: this.identifyAcceleratorEffects(),
        systemicImpactAssessment: this.assessSystemicImpact()
      },

      // Localization strategies
      localizationStrategies: {
        nationalSDGAdaptation: this.adaptToNationalSDGPriorities(),
        localContextualization: this.contextualizeForLocalConditions(),
        culturallyResponsiveIndicators: this.developCulturallyResponsiveIndicators(),
        communityDefinedOutcomes: this.integrateCommunityDefinedOutcomes(),
        indigenousKnowledgeIntegration: this.integrateIndigenousKnowledge()
      }
    };
  }

  private async setupGlobalIndicatorAlignment(
    commitments: GlobalCommitment[]
  ): Promise<GlobalIndicatorAlignmentSystem> {
    
    return {
      // International framework alignment
      internationalFrameworkAlignment: {
        sdgIndicatorFrameworkAlignment: this.alignWithSDGIndicatorFramework(),
        parisAgreementAlignment: this.alignWithParisAgreement(commitments),
        sendaiFrameworkAlignment: this.alignWithSendaiFramework(commitments),
        newUrbanAgendaAlignment: this.alignWithNewUrbanAgenda(commitments),
        addisAbabaActionAgendaAlignment: this.alignWithAddisAbabaActionAgenda(commitments)
      },

      // Data harmonization
      dataHarmonization: {
        globalDataStandardsCompliance: this.ensureGlobalDataStandardsCompliance(),
        metadataStandardization: this.standardizeMetadata(),
        dataQualityFrameworkAlignment: this.alignWithDataQualityFrameworks(),
        interoperabilityProtocols: this.implementInteroperabilityProtocols(),
        crossPlatformDataIntegration: this.enableCrossPlatformDataIntegration()
      },

      // Reporting standardization
      reportingStandardization: {
        globalReportingInitiativeAlignment: this.alignWithGRI(),
        sustainabilityAccountingStandardsAlignment: this.alignWithSASB(),
        impactManagementProjectFramework: this.implementIMPFramework(),
        socialReturnOnInvestmentFramework: this.implementSROIFramework(),
        theoryOfChangeReportingStandards: this.implementTheoryOfChangeStandards()
      }
    };
  }
}

class MachineLearningImpactPrediction {
  
  async implementPredictiveImpactModeling(
    historicalData: ImpactHistoricalData,
    interventionVariables: InterventionVariable[],
    contextualFactors: ContextualFactor[]
  ): Promise<PredictiveImpactModelingSystem> {
    
    return {
      outcomeForecasting: await this.setupOutcomeForecasting(historicalData),
      interventionOptimization: await this.setupInterventionOptimization(interventionVariables),
      riskPrediction: await this.setupRiskPrediction(contextualFactors),
      adaptiveAllocation: await this.setupAdaptiveResourceAllocation(),
      realTimeAdjustment: await this.setupRealTimeAdjustment()
    };
  }

  private async setupOutcomeForecasting(
    data: ImpactHistoricalData
  ): Promise<OutcomeForecastingSystem> {
    
    return {
      // Predictive modeling techniques
      predictiveModeling: {
        timeSeriesForecasting: this.implementTimeSeriesForecasting(data),
        machinelearningRegression: this.implementMLRegression(data),
        neuralNetworkPrediction: this.implementNeuralNetworkPrediction(data),
        ensembleMethodPrediction: this.implementEnsembleMethods(data),
        causalMachineLearning: this.implementCausalML(data)
      },

      // Feature engineering
      featureEngineering: {
        behavioralFeatureExtraction: this.extractBehavioralFeatures(data),
        contextualVariableEngineering: this.engineerContextualVariables(data),
        temporalFeatureCreation: this.createTemporalFeatures(data),
        interactionEffectModeling: this.modelInteractionEffects(data),
        latentVariableIdentification: this.identifyLatentVariables(data)
      }
    };
  }
}

class DonorsChooseStyleImpactMeasurement {
  async deployEducationalImpactMeasurement(): Promise<EducationalImpactPlatform> {
    return {
      multiDimensionalTracking: this.implementMultiDimensionalTracking(),
      longitudinalAnalysis: this.implementLongitudinalAnalysis(),
      comparisonGroupAnalysis: this.implementComparisonGroupAnalysis(),
      stakeholderDashboards: this.createStakeholderDashboards(),
      impactStorytelling: this.implementImpactStorytelling()
    };
  }
}