Step-by-Step Stablecoin Banking License Application: Regulatory Requirements

// Banking license requirement analysis system
class BankingLicenseAnalyzer {
  constructor() {
    this.jurisdictions = new Map();
    this.initializeJurisdictionData();
  }

  initializeJurisdictionData() {
    // Singapore Digital Bank License
    this.jurisdictions.set('SINGAPORE_DIGITAL', {
      jurisdiction: 'Singapore',
      licenseType: 'Digital Full Bank License',
      minimumCapital: 15000000, // $15M SGD
      applicationFee: 50000,     // $50K SGD
      timeframe: '12-18 months',
      successRate: 0.25,
      keyRequirements: [
        'Substantial shareholder approval (>20% stake)',
        'Technology risk management framework',
        'Operational resilience and cybersecurity',
        'Customer protection measures',
        'Anti-money laundering systems',
        'Business continuity planning',
        'Cloud computing governance'
      ],
      ongoingCompliance: [
        { type: 'CAPITAL_ADEQUACY', frequency: 'MONTHLY' },
        { type: 'LIQUIDITY_REPORTING', frequency: 'DAILY' },
        { type: 'OPERATIONAL_RISK', frequency: 'QUARTERLY' },
        { type: 'TECHNOLOGY_AUDIT', frequency: 'ANNUALLY' }
      ],
      competitiveAdvantages: [
        'Access to ASEAN markets',
        'Strong fintech ecosystem',
        'Regulatory sandbox support',
        'International banking hub status'
      ]
    });

    // US National Bank Charter (OCC)
    this.jurisdictions.set('US_NATIONAL_BANK', {
      jurisdiction: 'United States',
      licenseType: 'National Bank Charter',
      minimumCapital: 5000000,   // $5M USD base requirement
      applicationFee: 25000,     // $25K USD
      timeframe: '18-36 months',
      successRate: 0.15,
      keyRequirements: [
        'Community Reinvestment Act compliance',
        'Bank Secrecy Act and AML compliance',
        'Fair lending practices framework',
        'CAMELS rating criteria (Capital, Assets, Management, Earnings, Liquidity, Sensitivity)',
        'Comprehensive risk management',
        'Corporate governance standards'
      ],
      ongoingCompliance: [
        { type: 'CALL_REPORTS', frequency: 'QUARTERLY' },
        { type: 'CRA_EXAMINATION', frequency: 'BIANNUALLY' },
        { type: 'SAFETY_SOUNDNESS_EXAM', frequency: 'ANNUALLY' },
        { type: 'BSA_AML_EXAMINATION', frequency: 'BIANNUALLY' }
      ],
      competitiveAdvantages: [
        'Largest financial market access',
        'Federal deposit insurance eligibility',
        'Interstate banking privileges',
        'Regulatory clarity and precedent'
      ]
    });

    // UK Bank Authorization (PRA/FCA)
    this.jurisdictions.set('UK_BANK_LICENSE', {
      jurisdiction: 'United Kingdom',
      licenseType: 'Bank Authorization',
      minimumCapital: 5000000,   // £5M GBP
      applicationFee: 50000,     // £50K GBP
      timeframe: '12-18 months',
      successRate: 0.20,
      keyRequirements: [
        'Prudential Regulation Authority approval',
        'Financial Conduct Authority authorization',
        'Senior Manager & Certification Regime compliance',
        'Recovery and resolution planning',
        'Consumer duty compliance',
        'Operational resilience framework',
        'Climate risk management'
      ],
      ongoingCompliance: [
        { type: 'PRUDENTIAL_RETURNS', frequency: 'QUARTERLY' },
        { type: 'COREP_REPORTING', frequency: 'QUARTERLY' },
        { type: 'STRESS_TESTING', frequency: 'ANNUALLY' },
        { type: 'ICAAP_ASSESSMENT', frequency: 'ANNUALLY' }
      ],
      competitiveAdvantages: [
        'European market gateway',
        'Established financial center',
        'Strong regulatory framework',
        'Brexit independence'
      ]
    });
  }

  analyzeOptimalJurisdiction(businessModel, targetMarkets, availableCapital) {
    const suitableOptions = Array.from(this.jurisdictions.entries())
      .filter(([key, req]) => req.minimumCapital <= availableCapital)
      .map(([key, req]) => ({
        jurisdiction: key,
        requirement: req,
        suitabilityScore: this.calculateSuitabilityScore(req, businessModel, targetMarkets),
        costBenefit: this.calculateCostBenefit(req, businessModel),
        riskAssessment: this.assessApplicationRisk(req, businessModel)
      }))
      .sort((a, b) => b.suitabilityScore - a.suitabilityScore);

    return {
      recommendedJurisdiction: suitableOptions[0],
      alternatives: suitableOptions.slice(1, 3),
      rationale: this.generateSelectionRationale(suitableOptions[0]),
      estimatedCost: this.calculateTotalCost(suitableOptions[0].requirement),
      timeline: suitableOptions[0].requirement.timeframe,
      successProbability: this.calculateSuccessProbability(suitableOptions[0])
    };
  }

  calculateSuitabilityScore(requirement, businessModel, targetMarkets) {
    let score = 0;

    // Market access value (40% weight)
    const marketAccessScore = targetMarkets.some(market => 
      requirement.competitiveAdvantages.some(advantage => 
        advantage.toLowerCase().includes(market.toLowerCase())
      )
    ) ? 40 : 0;
    score += marketAccessScore;

    // Success probability (30% weight)
    score += requirement.successRate * 30;

    // Capital efficiency (20% weight)
    const capitalEfficiency = Math.min(
      (10000000 / requirement.minimumCapital) * 20, 
      20
    );
    score += capitalEfficiency;

    // Regulatory environment (10% weight)
    const regulatoryScore = this.assessRegulatoryEnvironment(requirement) * 10;
    score += regulatoryScore;

    return score;
  }

  calculateTotalCost(requirement) {
    const baseCosts = {
      applicationFee: requirement.applicationFee,
      legalFees: 800000,      // $800K average legal costs
      consultingFees: 500000, // $500K regulatory consulting
      documentationCosts: 300000, // $300K document preparation
      technologyCosts: 1200000,    // $1.2M technology infrastructure
      capitalRequirement: requirement.minimumCapital,
      operationalSetup: 400000,    // $400K operational setup
      contingency: 0.15            // 15% contingency buffer
    };

    const subtotal = Object.values(baseCosts).reduce((sum, cost) => 
      sum + (typeof cost === 'number' ? cost : 0), 0
    );

    return {
      breakdown: baseCosts,
      subtotal,
      totalWithContingency: subtotal * (1 + baseCosts.contingency),
      annualOngoingCosts: this.calculateAnnualCosts(requirement)
    };
  }
}

// Banking license application document management system
class ApplicationDocumentManager {
  constructor() {
    this.documentRequirements = new Map();
    this.templateLibrary = new DocumentTemplateLibrary();
    this.validationEngine = new DocumentValidationEngine();
    this.initializeDocumentRequirements();
  }

  initializeDocumentRequirements() {
    // Core Business Plan
    this.documentRequirements.set('BUSINESS_PLAN', {
      id: 'BUSINESS_PLAN',
      name: 'Comprehensive Business Plan',
      category: 'STRATEGIC',
      priority: 'CRITICAL',
      requiredFor: ['SINGAPORE_DIGITAL', 'US_NATIONAL_BANK', 'UK_BANK_LICENSE'],
      sections: [
        {
          name: 'Executive Summary',
          requirements: [
            'Clear value proposition',
            'Target market definition',
            'Competitive advantages',
            'Financial highlights (5-year projection)',
            'Regulatory compliance strategy'
          ]
        },
        {
          name: 'Market Analysis',
          requirements: [
            'Addressable market size and growth',
            'Customer segmentation analysis',
            'Competitive landscape assessment',
            'Market entry strategy',
            'Customer acquisition cost analysis'
          ]
        },
        {
          name: 'Business Model',
          requirements: [
            'Revenue streams definition',
            'Operational model description',
            'Technology platform strategy',
            'Partnership and distribution strategy',
            'Scalability framework'
          ]
        },
        {
          name: 'Financial Projections',
          requirements: [
            '5-year P&L projections',
            'Balance sheet forecasts',
            'Cash flow statements',
            'Capital adequacy planning',
            'Stress testing scenarios',
            'Break-even analysis'
          ]
        },
        {
          name: 'Risk Management',
          requirements: [
            'Risk identification and assessment',
            'Risk appetite statement',
            'Mitigation strategies',
            'Key risk indicators',
            'Stress testing framework',
            'Recovery and resolution planning'
          ]
        }
      ],
      validationCriteria: [
        { field: 'financial_projections', rule: 'must_span_5_years_minimum' },
        { field: 'capital_adequacy', rule: 'must_exceed_regulatory_minimum_by_25_percent' },
        { field: 'stress_scenarios', rule: 'must_include_severe_adverse_conditions' },
        { field: 'market_assumptions', rule: 'must_be_conservative_and_justified' }
      ]
    });

    // Technology Architecture Document
    this.documentRequirements.set('TECHNOLOGY_ARCHITECTURE', {
      id: 'TECHNOLOGY_ARCHITECTURE',
      name: 'Technology Architecture and Cybersecurity Framework',
      category: 'TECHNICAL', 
      priority: 'CRITICAL',
      requiredFor: ['SINGAPORE_DIGITAL', 'UK_BANK_LICENSE'],
      sections: [
        {
          name: 'System Architecture Overview',
          requirements: [
            'High-level architecture diagram',
            'Data flow documentation',
            'Integration architecture',
            'Scalability design principles',
            'Performance benchmarks'
          ]
        },
        {
          name: 'Cloud Infrastructure Strategy',
          requirements: [
            'Cloud service provider selection',
            'Multi-cloud strategy (if applicable)',
            'Data residency compliance',
            'Disaster recovery architecture',
            'Auto-scaling capabilities'
          ]
        },
        {
          name: 'Cybersecurity Framework',
          requirements: [
            'Security architecture design',
            'Threat modeling and assessment',
            'Identity and access management',
            'Data encryption standards',
            'Incident response procedures',
            'Security monitoring and alerting'
          ]
        },
        {
          name: 'Operational Resilience',
          requirements: [
            'Business continuity planning',
            'Disaster recovery procedures',
            'System availability targets (99.9%+)',
            'Change management processes',
            'Third-party risk management'
          ]
        }
      ],
      validationCriteria: [
        { field: 'uptime_target', rule: 'must_meet_99_9_percent_availability' },
        { field: 'data_encryption', rule: 'must_use_approved_encryption_standards' },
        { field: 'incident_response', rule: 'must_have_24x7_response_capability' },
        { field: 'backup_strategy', rule: 'must_have_tested_disaster_recovery' }
      ]
    });

    // Risk Management Framework
    this.documentRequirements.set('RISK_FRAMEWORK', {
      id: 'RISK_FRAMEWORK',
      name: 'Comprehensive Risk Management Framework',
      category: 'RISK',
      priority: 'CRITICAL',
      requiredFor: ['SINGAPORE_DIGITAL', 'US_NATIONAL_BANK', 'UK_BANK_LICENSE'],
      sections: [
        {
          name: 'Risk Governance',
          requirements: [
            'Board-level risk oversight',
            'Risk committee structure',
            'Three lines of defense model',
            'Risk reporting framework',
            'Risk culture and training'
          ]
        },
        {
          name: 'Credit Risk Management',
          requirements: [
            'Credit risk appetite and limits',
            'Underwriting standards',
            'Portfolio monitoring',
            'Stress testing methodology',
            'Impairment and provisioning'
          ]
        },
        {
          name: 'Operational Risk Management',
          requirements: [
            'Operational risk framework',
            'Key risk indicator monitoring',
            'Loss event tracking',
            'Business continuity planning',
            'Vendor risk management'
          ]
        },
        {
          name: 'Technology Risk Management',
          requirements: [
            'Technology risk assessment',
            'Cybersecurity risk framework',
            'Data governance and privacy',
            'System change management',
            'Third-party technology risks'
          ]
        }
      ]
    });
  }

  async generateApplicationDocument(documentId, companyData) {
    const documentSpec = this.documentRequirements.get(documentId);
    if (!documentSpec) {
      throw new Error(`Unknown document type: ${documentId}`);
    }

    // Generate base content from templates
    const generatedContent = await this.templateLibrary.generateFromTemplate(
      documentSpec,
      companyData
    );

    // AI-enhanced content optimization
    const optimizedContent = await this.optimizeContentWithAI(
      generatedContent,
      documentSpec.category
    );

    // Comprehensive validation
    const validationResult = await this.validationEngine.validateDocument(
      optimizedContent,
      documentSpec.validationCriteria
    );

    // Quality scoring
    const qualityScore = await this.assessDocumentQuality(
      optimizedContent,
      documentSpec
    );

    return {
      documentId,
      content: optimizedContent,
      validationResult,
      qualityScore,
      metadata: {
        generatedAt: new Date(),
        version: '1.0',
        status: this.determineDocumentStatus(validationResult, qualityScore),
        reviewRequired: qualityScore < 0.85
      },
      nextSteps: this.generateNextSteps(validationResult, qualityScore)
    };
  }

  async optimizeContentWithAI(content, category) {
    const optimizationStrategies = {
      STRATEGIC: {
        focus: 'Business strategy clarity and market opportunity articulation',
        enhancements: [
          'Strengthen competitive positioning analysis',
          'Enhance financial projections credibility',
          'Improve regulatory alignment narrative',
          'Clarify value proposition differentiation'
        ]
      },
      TECHNICAL: {
        focus: 'Technical accuracy and regulatory compliance alignment',
        enhancements: [
          'Enhance security framework completeness',
          'Improve operational resilience documentation',
          'Strengthen technology risk mitigation',
          'Clarify scalability and performance metrics'
        ]
      },
      RISK: {
        focus: 'Risk assessment comprehensiveness and mitigation effectiveness',
        enhancements: [
          'Strengthen risk identification methodology',
          'Enhance stress testing scenarios',
          'Improve risk appetite articulation',
          'Clarify governance and oversight mechanisms'
        ]
      }
    };

    const strategy = optimizationStrategies[category];
    
    // AI content optimization would be implemented here
    // For now, return enhanced content with strategic improvements
    return this.applyOptimizationStrategy(content, strategy);
  }
}

// Banking capital requirement calculator
class BankingCapitalCalculator {
  constructor() {
    this.baselFramework = new BaselIIIFramework();
    this.jurisdictionRules = new Map();
    this.initializeCapitalRules();
  }

  initializeCapitalRules() {
    // Singapore Digital Bank Capital Rules
    this.jurisdictionRules.set('SINGAPORE_DIGITAL', {
      minimumCapitalRatio: 0.08,        // 8% minimum capital ratio
      tier1CapitalRatio: 0.06,          // 6% Tier 1 capital ratio
      commonEquityTier1: 0.045,         // 4.5% CET1 ratio
      conservationBuffer: 0.025,        // 2.5% conservation buffer
      countercyclicalBuffer: 0.01,      // 1% countercyclical buffer (variable)
      leverageRatio: 0.03,              // 3% leverage ratio
      liquidityCoverageRatio: 1.0,      // 100% LCR
      netStableFundingRatio: 1.0        // 100% NSFR
    });

    // US National Bank Capital Rules
    this.jurisdictionRules.set('US_NATIONAL_BANK', {
      minimumCapitalRatio: 0.08,        // 8% total capital ratio
      tier1CapitalRatio: 0.06,          // 6% Tier 1 capital ratio
      commonEquityTier1: 0.045,         // 4.5% CET1 ratio
      capitalConservationBuffer: 0.025, // 2.5% capital conservation buffer
      leverageRatio: 0.04,              // 4% leverage ratio
      promptCorrectiveAction: {
        wellCapitalized: 0.10,          // 10% total capital for "well capitalized"
        adequatelyCapitalized: 0.08,    // 8% total capital minimum
        undercapitalized: 0.06          // Below 6% triggers PCA
      }
    });
  }

  calculateCapitalRequirements(businessPlan, jurisdiction) {
    const jurisdictionRules = this.jurisdictionRules.get(jurisdiction);
    if (!jurisdictionRules) {
      throw new Error(`Capital rules not defined for jurisdiction: ${jurisdiction}`);
    }

    // Step 1: Calculate Risk-Weighted Assets (RWA)
    const riskWeightedAssets = this.calculateRWA(businessPlan);

    // Step 2: Calculate minimum capital requirements
    const minimumCapitalRequired = riskWeightedAssets * jurisdictionRules.minimumCapitalRatio;

    // Step 3: Calculate buffer requirements
    const bufferCapital = this.calculateBufferCapital(
      riskWeightedAssets, 
      jurisdictionRules, 
      businessPlan
    );

    // Step 4: Calculate total required capital
    const totalRequiredCapital = minimumCapitalRequired + bufferCapital;

    // Step 5: Add safety margin and growth capital
    const recommendedCapital = totalRequiredCapital * 1.5; // 50% safety margin

    // Step 6: Generate capital planning roadmap
    const capitalPlan = this.generateCapitalPlan(
      recommendedCapital,
      businessPlan.growthProjections,
      jurisdictionRules
    );

    return {
      analysis: {
        riskWeightedAssets,
        minimumCapitalRequired,
        bufferCapital,
        totalRequiredCapital,
        recommendedCapital,
        safetyMargin: recommendedCapital - totalRequiredCapital
      },
      ratios: {
        currentCapitalRatio: recommendedCapital / riskWeightedAssets,
        tier1Ratio: (recommendedCapital * 0.8) / riskWeightedAssets,
        leverageRatio: recommendedCapital / businessPlan.totalAssets,
        complianceStatus: this.assessCapitalCompliance(
          recommendedCapital, 
          riskWeightedAssets, 
          jurisdictionRules
        )
      },
      capitalPlan,
      stressTesting: this.performCapitalStressTesting(
        recommendedCapital,
        businessPlan,
        jurisdictionRules
      )
    };
  }

  calculateRWA(businessPlan) {
    let totalRWA = 0;

    // Credit Risk RWA
    const creditRWA = businessPlan.expectedAssets.reduce((total, asset) => {
      const riskWeight = this.getCreditRiskWeight(asset.type, asset.rating);
      return total + (asset.amount * riskWeight);
    }, 0);

    // Operational Risk RWA (using Basic Indicator Approach)
    const grossIncome = businessPlan.projectedRevenue;
    const operationalRWA = (grossIncome * 0.15) / 0.08; // 15% charge, 8% minimum ratio

    // Market Risk RWA (if applicable)
    const marketRWA = this.calculateMarketRiskRWA(businessPlan);

    totalRWA = creditRWA + operationalRWA + marketRWA;

    return {
      total: totalRWA,
      creditRisk: creditRWA,
      operationalRisk: operationalRWA,
      marketRisk: marketRWA,
      breakdown: this.generateRWABreakdown(businessPlan)
    };
  }

  generateCapitalPlan(initialCapital, growthProjections, jurisdictionRules) {
    const plan = {
      initialCapitalRaise: {
        amount: initialCapital,
        structure: this.optimizeCapitalStructure(initialCapital),
        timeline: 'Before license application',
        sources: this.identifyCapitalSources(initialCapital)
      },
      plannedCapitalRaises: [],
      retainedEarningsProjection: [],
      capitalRatioForecasts: []
    };

    // Project capital needs over 5 years
    let currentCapital = initialCapital;
    
    for (let year = 1; year <= 5; year++) {
      const yearGrowth = growthProjections.find(g => g.year === year);
      if (yearGrowth) {
        // Calculate additional capital needed for growth
        const additionalRWA = yearGrowth.assetGrowth * 0.8; // Assume 80% risk weight
        const additionalCapitalNeeded = additionalRWA * jurisdictionRules.minimumCapitalRatio * 1.25;

        // Project retained earnings
        const projectedEarnings = yearGrowth.projectedRevenue * 0.15; // 15% ROA assumption
        const retainedEarnings = projectedEarnings * 0.6; // 60% retention ratio

        currentCapital += retainedEarnings;

        // Determine if external capital raise is needed
        if (additionalCapitalNeeded > retainedEarnings) {
          const capitalShortfall = additionalCapitalNeeded - retainedEarnings;
          
          plan.plannedCapitalRaises.push({
            year,
            amount: capitalShortfall * 1.2, // 20% buffer
            purpose: `Support ${yearGrowth.assetGrowth / 1000000}M asset growth`,
            method: this.selectOptimalCapitalSource(capitalShortfall, year),
            timing: `Q${Math.ceil(yearGrowth.assetGrowth / yearGrowth.totalAssets * 4)}`
          });

          currentCapital += (capitalShortfall * 1.2);
        }

        // Calculate capital ratios
        const totalAssets = yearGrowth.totalAssets;
        const riskWeightedAssets = totalAssets * 0.8; // Simplified assumption
        const capitalRatio = currentCapital / riskWeightedAssets;

        plan.capitalRatioForecasts.push({
          year,
          totalCapital: currentCapital,
          riskWeightedAssets,
          capitalRatio,
          regulatoryMinimum: jurisdictionRules.minimumCapitalRatio,
          bufferAboveMinimum: capitalRatio - jurisdictionRules.minimumCapitalRatio,
          complianceStatus: capitalRatio >= (jurisdictionRules.minimumCapitalRatio * 1.25) 
            ? 'WELL_CAPITALIZED' : 'ADEQUATELY_CAPITALIZED'
        });

        plan.retainedEarningsProjection.push({
          year,
          projectedEarnings,
          retentionRate: 0.6,
          retainedEarnings,
          cumulativeRetainedEarnings: plan.retainedEarningsProjection
            .reduce((sum, prev) => sum + prev.retainedEarnings, 0) + retainedEarnings
        });
      }
    }

    return plan;
  }

  optimizeCapitalStructure(totalCapital) {
    // Optimize capital structure for regulatory efficiency and cost
    return {
      commonEquityTier1: {
        amount: totalCapital * 0.7, // 70% CET1
        instruments: ['Common shares', 'Retained earnings'],
        cost: 0.12 // 12% cost of equity
      },
      additionalTier1: {
        amount: totalCapital * 0.2, // 20% AT1
        instruments: ['Contingent convertible bonds', 'Perpetual preferred shares'],
        cost: 0.08 // 8% cost of AT1 capital
      },
      tier2Capital: {
        amount: totalCapital * 0.1, // 10% Tier 2
        instruments: ['Subordinated debt', 'Hybrid instruments'],
        cost: 0.06 // 6% cost of Tier 2 capital
      },
      weightedAverageCost: this.calculateWeightedAverageCostOfCapital(totalCapital)
    };
  }
}

// Banking governance framework generator
class BankingGovernanceFramework {
  constructor() {
    this.governanceRequirements = new Map();
    this.bestPractices = new GovernanceBestPractices();
    this.initializeGovernanceRequirements();
  }

  initializeGovernanceRequirements() {
    // Singapore Digital Bank Governance
    this.governanceRequirements.set('SINGAPORE_DIGITAL', {
      boardComposition: {
        minimumSize: 5,
        maximumSize: 15,
        independentDirectorRatio: 0.33, // At least 1/3 independent
        chairmanRequirements: {
          mustBeIndependent: true,
          minimumExperience: 10,
          relevantIndustry: ['BANKING', 'FINANCIAL_SERVICES', 'FINTECH']
        },
        requiredExpertise: [
          'BANKING_EXPERIENCE',      // At least 2 directors
          'TECHNOLOGY_EXPERTISE',    // At least 2 directors  
          'RISK_MANAGEMENT',         // At least 1 director
          'REGULATORY_COMPLIANCE',   // At least 1 director
          'CYBERSECURITY',          // At least 1 director
          'AUDIT_FINANCE'           // At least 1 director
        ],
        diversityRequirements: {
          genderDiversity: 0.3,     // 30% minimum
          nationalityDiversity: 0.2, // 20% minimum
          ageDistribution: {
            under40: 0.1,
            age40to60: 0.6,
            over60: 0.3
          }
        }
      },
      mandatoryCommittees: [
        {
          name: 'Board Audit Committee',
          minimumMembers: 3,
          independentMajority: true,
          chairRequirement: 'INDEPENDENT_WITH_FINANCIAL_EXPERTISE',
          meetingFrequency: 'QUARTERLY',
          responsibilities: [
            'Oversee financial reporting integrity',
            'Approve internal and external auditors',
            'Review internal control effectiveness',
            'Monitor regulatory compliance',
            'Assess accounting policies and estimates'
          ]
        },
        {
          name: 'Board Risk Committee',
          minimumMembers: 3,
          independentMajority: true,
          chairRequirement: 'RISK_MANAGEMENT_EXPERTISE',
          meetingFrequency: 'QUARTERLY',
          responsibilities: [
            'Establish risk appetite and tolerance',
            'Oversee risk management framework',
            'Review risk policies and procedures',
            'Monitor key risk indicators',
            'Assess capital adequacy and stress testing'
          ]
        },
        {
          name: 'Board Technology Committee',
          minimumMembers: 3,
          expertiseRequired: ['TECHNOLOGY', 'CYBERSECURITY', 'DATA_GOVERNANCE'],
          meetingFrequency: 'QUARTERLY',
          responsibilities: [
            'Oversee technology strategy and investments',
            'Monitor cybersecurity and operational resilience',
            'Review technology risk management',
            'Assess digital transformation initiatives',
            'Evaluate third-party technology partnerships'
          ]
        },
        {
          name: 'Board Nomination Committee',
          minimumMembers: 3,
          independentMajority: true,
          chairRequirement: 'INDEPENDENT_DIRECTOR',
          meetingFrequency: 'ANNUALLY',
          responsibilities: [
            'Board composition and succession planning',
            'Director recruitment and assessment',
            'Board effectiveness evaluation',
            'Senior management succession planning',
            'Diversity and inclusion oversight'
          ]
        }
      ],
      seniorManagement: {
        ceoRequirements: {
          minimumExperience: 10,
          relevantExperience: ['BANKING', 'FINTECH', 'FINANCIAL_SERVICES'],
          approvalRequired: true,
          fitAndProperAssessment: true,
          compensationGuidelines: {
            maxFixedCompensation: 1000000,
            variableCompensationCap: 2000000,
            clawbackProvisions: true,
            performanceMetrics: ['Financial performance', 'Risk management', 'Compliance']
          }
        },
        mandatoryRoles: [
          {
            title: 'Chief Executive Officer',
            reportingLine: 'Board of Directors',
            keyResponsibilities: ['Strategic leadership', 'Overall performance', 'Stakeholder management']
          },
          {
            title: 'Chief Financial Officer',
            reportingLine: 'CEO',
            keyResponsibilities: ['Financial management', 'Capital planning', 'Financial reporting']
          },
          {
            title: 'Chief Risk Officer',
            reportingLine: 'CEO / Board Risk Committee',
            keyResponsibilities: ['Risk management', 'Risk appetite', 'Stress testing']
          },
          {
            title: 'Chief Technology Officer',
            reportingLine: 'CEO',
            keyResponsibilities: ['Technology strategy', 'System architecture', 'Innovation']
          },
          {
            title: 'Chief Compliance Officer',
            reportingLine: 'CEO / Board Audit Committee',
            keyResponsibilities: ['Regulatory compliance', 'AML/CTF', 'Internal controls']
          },
          {
            title: 'Chief Information Security Officer',
            reportingLine: 'CTO / Board Technology Committee',
            keyResponsibilities: ['Cybersecurity', 'Data protection', 'Incident response']
          }
        ]
      }
    });
  }

  generateGovernanceStructure(jurisdiction, companyProfile) {
    const requirements = this.governanceRequirements.get(jurisdiction);
    if (!requirements) {
      throw new Error(`Governance requirements not defined for: ${jurisdiction}`);
    }

    // Step 1: Design optimal board composition
    const boardComposition = this.designBoardComposition(
      requirements.boardComposition,
      companyProfile
    );

    // Step 2: Establish board committees
    const committees = this.establishBoardCommittees(
      requirements.mandatoryCommittees,
      boardComposition
    );

    // Step 3: Define senior management structure
    const seniorManagement = this.defineSeniorManagementStructure(
      requirements.seniorManagement,
      companyProfile
    );

    // Step 4: Develop governance policies and procedures
    const governancePolicies = this.developGovernancePolicies(requirements);

    // Step 5: Create implementation roadmap
    const implementationPlan = this.createGovernanceImplementationPlan(
      boardComposition,
      committees,
      seniorManagement
    );

    return {
      boardComposition,
      committees,
      seniorManagement,
      governancePolicies,
      implementationPlan,
      complianceAssessment: this.assessGovernanceCompliance(
        { boardComposition, committees, seniorManagement },
        requirements
      )
    };
  }

  designBoardComposition(requirements, companyProfile) {
    const optimalSize = this.calculateOptimalBoardSize(
      requirements,
      companyProfile.businessComplexity
    );

    const independentDirectorsRequired = Math.ceil(
      optimalSize * requirements.independentDirectorRatio
    );

    // Map required expertise to specific board positions
    const expertiseMapping = this.mapExpertiseToPositions(
      requirements.requiredExpertise,
      optimalSize
    );

    return {
      totalMembers: optimalSize,
      independentDirectors: independentDirectorsRequired,
      executiveDirectors: optimalSize - independentDirectorsRequired,
      chairmanProfile: this.defineChairmanProfile(requirements.chairmanRequirements),
      directorProfiles: this.defineDirectorProfiles(expertiseMapping, requirements),
      diversityTargets: requirements.diversityRequirements,
      recruitmentPlan: this.createDirectorRecruitmentPlan(
        expertiseMapping,
        requirements.diversityRequirements
      )
    };
  }

  establishBoardCommittees(mandatoryCommittees, boardComposition) {
    return mandatoryCommittees.map(committeReq => {
      const committee = {
        name: committeReq.name,
        purpose: this.defineCommitteePurpose(committeReq.name),
        composition: this.designCommitteeComposition(committeReq, boardComposition),
        charter: this.generateCommitteeCharter(committeReq),
        meetingSchedule: this.planCommitteeMeetingSchedule(committeReq),
        reportingFramework: this.defineCommitteeReporting(committeReq),
        performanceMetrics: this.defineCommitteeKPIs(committeReq)
      };

      return committee;
    });
  }

  generateCommitteeCharter(committeeReq) {
    return {
      purpose: this.getCommitteePurpose(committeeReq.name),
      authority: this.defineCommitteeAuthority(committeeReq.name),
      responsibilities: committeeReq.responsibilities,
      composition: {
        memberCount: committeeReq.minimumMembers,
        independenceRequirements: committeeReq.independentMajority,
        expertiseRequirements: committeeReq.expertiseRequired || [],
        chairmanQualifications: committeeReq.chairRequirement
      },
      meetings: {
        frequency: committeeReq.meetingFrequency,
        quorum: Math.ceil(committeeReq.minimumMembers / 2) + 1,
        recordKeeping: 'Detailed minutes required',
        reportingTimeline: 'Report to next board meeting'
      },
      evaluation: {
        annualSelfAssessment: true,
        externalReviewFrequency: 'Every 3 years',
        performanceMetrics: this.defineCommitteePerformanceMetrics(committeeReq.name)
      }
    };
  }
}

// Banking license application project management system
class BankingLicenseProjectManager {
  constructor(jurisdiction, targetSubmissionDate) {
    this.jurisdiction = jurisdiction;
    this.targetDate = targetSubmissionDate;
    this.projectPlan = this.createMasterProjectPlan();
    this.riskRegister = new ProjectRiskRegister();
    this.resourceManager = new ProjectResourceManager();
    this.stakeholderManager = new StakeholderManager();
  }

  createMasterProjectPlan() {
    const phases = this.defineProjectPhases();
    const criticalPath = this.identifyCriticalPath(phases);
    const resourceRequirements = this.calculateResourceRequirements(phases);

    return {
      projectName: `Banking License Application - ${this.jurisdiction}`,
      totalDuration: this.calculateTotalDuration(phases),
      phases,
      criticalPath,
      resourceRequirements,
      budgetEstimate: this.calculateProjectBudget(phases),
      keyMilestones: this.defineCriticalMilestones(phases),
      dependencies: this.mapPhaseDependencies(phases)
    };
  }

  defineProjectPhases() {
    const basePhases = [
      {
        id: 'PHASE_1_PREPARATION',
        name: 'Strategic Preparation and Planning',
        duration: 90, // 3 months
        activities: [
          {
            id: 'jurisdiction_analysis',
            name: 'Jurisdiction Analysis and Selection',
            duration: 30,
            resources: ['Regulatory Consultant', 'Legal Advisor'],
            deliverables: ['Jurisdiction comparison report', 'Regulatory requirement analysis']
          },
          {
            id: 'team_assembly',
            name: 'Project Team Assembly',
            duration: 45,
            resources: ['Project Manager', 'HR Specialist'],
            deliverables: ['Project team charter', 'Resource allocation plan']
          },
          {
            id: 'preliminary_planning',
            name: 'Preliminary Business Planning',
            duration: 60,
            resources: ['Business Analyst', 'Strategy Consultant'],
            deliverables: ['Preliminary business plan', 'Market analysis']
          },
          {
            id: 'stakeholder_engagement',
            name: 'Key Stakeholder Engagement',
            duration: 75,
            resources: ['Senior Management', 'Board Members'],
            deliverables: ['Board resolutions', 'Stakeholder commitment letters']
          }
        ],
        criticalSuccessFactors: [
          'Clear regulatory understanding',
          'Strong project team assembly',
          'Board and stakeholder alignment',
          'Adequate budget allocation'
        ]
      },
      {
        id: 'PHASE_2_DOCUMENTATION',
        name: 'Application Documentation Development',
        duration: 120, // 4 months
        activities: [
          {
            id: 'business_plan_development',
            name: 'Comprehensive Business Plan Development',
            duration: 90,
            resources: ['Business Plan Writer', 'Industry Expert', 'Financial Analyst'],
            deliverables: ['Complete business plan', 'Financial projections', 'Market analysis']
          },
          {
            id: 'technology_documentation',
            name: 'Technology Architecture Documentation',
            duration: 75,
            resources: ['Solution Architect', 'Security Specialist', 'Infrastructure Engineer'],
            deliverables: ['Technology architecture document', 'Security framework', 'Resilience plan']
          },
          {
            id: 'risk_framework_development',
            name: 'Risk Management Framework Development',
            duration: 105,
            resources: ['Risk Manager', 'Compliance Specialist', 'Internal Auditor'],
            deliverables: ['Risk management framework', 'Policy suite', 'Procedure manuals']
          },
          {
            id: 'governance_structure',
            name: 'Governance Structure Design',
            duration: 60,
            resources: ['Governance Consultant', 'Legal Advisor', 'Board Secretary'],
            deliverables: ['Governance charter', 'Committee charters', 'Policy framework']
          },
          {
            id: 'operational_procedures',
            name: 'Operational Procedures Development',
            duration: 90,
            resources: ['Operations Manager', 'Process Analyst', 'Quality Assurance'],
            deliverables: ['Operations manual', 'Process documentation', 'Quality procedures']
          }
        ],
        qualityGates: [
          {
            name: 'Document Quality Review',
            criteria: ['Completeness check', 'Regulatory alignment', 'Internal consistency'],
            passingScore: 0.85
          },
          {
            name: 'Expert Review Panel',
            criteria: ['Industry best practices', 'Regulatory precedent', 'Implementation feasibility'],
            requiredApproval: 'Unanimous'
          }
        ]
      },
      {
        id: 'PHASE_3_INTERNAL_REVIEW',
        name: 'Internal Review and Optimization',
        duration: 45, // 1.5 months
        activities: [
          {
            id: 'comprehensive_review',
            name: 'Comprehensive Internal Review',
            duration: 30,
            resources: ['Senior Legal Team', 'External Consultants', 'Subject Matter Experts'],
            deliverables: ['Review findings report', 'Optimization recommendations']
          },
          {
            id: 'mock_regulatory_review',
            name: 'Mock Regulatory Review Process',
            duration: 15,
            resources: ['Former Regulators', 'Industry Experts'],
            deliverables: ['Mock review report', 'Improvement action plan']
          },
          {
            id: 'final_optimization',
            name: 'Final Document Optimization',
            duration: 30,
            resources: ['Documentation Team', 'Legal Reviewers'],
            deliverables: ['Finalized application package', 'Quality assurance certificate']
          }
        ]
      },
      {
        id: 'PHASE_4_SUBMISSION',
        name: 'Application Submission and Initial Response',
        duration: 30, // 1 month
        activities: [
          {
            id: 'final_preparation',
            name: 'Final Submission Preparation',
            duration: 15,
            resources: ['Project Manager', 'Legal Team'],
            deliverables: ['Submission checklist', 'Payment arrangements']
          },
          {
            id: 'formal_submission',
            name: 'Formal Application Submission',
            duration: 5,
            resources: ['Senior Management', 'Legal Counsel'],
            deliverables: ['Submitted application', 'Acknowledgment receipt']
          },
          {
            id: 'initial_regulator_engagement',
            name: 'Initial Regulatory Engagement',
            duration: 20,
            resources: ['Regulatory Liaison', 'Subject Matter Experts'],
            deliverables: ['Initial regulatory feedback', 'Communication protocol']
          }
        ]
      },
      {
        id: 'PHASE_5_REGULATORY_REVIEW',
        name: 'Regulatory Review and Response Management',
        duration: 180, // 6 months
        activities: [
          {
            id: 'regulator_questions_response',
            name: 'Regulatory Questions and Clarifications',
            duration: 120,
            resources: ['Full Project Team', 'Legal Experts', 'Technical Specialists'],
            deliverables: ['Response packages', 'Additional documentation', 'Clarification letters']
          },
          {
            id: 'regulatory_meetings',
            name: 'Regulatory Meetings and Presentations',
            duration: 90,
            resources: ['Senior Management', 'Board Members', 'Technical Experts'],
            deliverables: ['Meeting presentations', 'Follow-up commitments', 'Relationship building']
          },
          {
            id: 'fit_proper_assessments',
            name: 'Fit and Proper Assessments',
            duration: 60,
            resources: ['Key Personnel', 'Background Verification Specialists'],
            deliverables: ['Completed assessments', 'Supporting documentation', 'Reference letters']
          }
        ]
      }
    ];

    // Add jurisdiction-specific phases
    if (this.jurisdiction === 'SINGAPORE_DIGITAL') {
      basePhases.push({
        id: 'PHASE_6_TECHNOLOGY_DEEP_DIVE',
        name: 'Technology Deep Dive Review (Singapore Specific)',
        duration: 60, // 2 months
        activities: [
          {
            id: 'mas_technology_presentation',
            name: 'MAS Technology Framework Presentation',
            duration: 30,
            resources: ['CTO', 'Security Team', 'Infrastructure Team'],
            deliverables: ['Technology presentation', 'Demonstration materials']
          },
          {
            id: 'operational_resilience_testing',
            name: 'Operational Resilience Testing',
            duration: 45,
            resources: ['Operations Team', 'Testing Specialists', 'External Auditors'],
            deliverables: ['Test results', 'Resilience assessment', 'Improvement plans']
          }
        ]
      });
    }

    return basePhases;
  }

  calculateProjectBudget(phases) {
    const baseCosts = {
      // Personnel costs (internal and external)
      projectManagement: 300000,     // $300K project management
      legalFees: 800000,            // $800K legal and regulatory
      consultingFees: 600000,       // $600K specialized consulting
      documentationCosts: 400000,   // $400K documentation and writing
      technologyCosts: 500000,      // $500K technology documentation and testing
      
      // Direct costs
      applicationFees: this.getApplicationFees(this.jurisdiction),
      travelAndMeetings: 150000,    // $150K travel and regulatory meetings
      auditAndAssurance: 200000,    // $200K third-party audits
      backgroundChecks: 50000,      // $50K fit and proper assessments
      
      // Contingency and risk mitigation
      contingencyBuffer: 0.20       // 20% contingency
    };

    const subtotal = Object.values(baseCosts).reduce((sum, cost) => 
      sum + (typeof cost === 'number' ? cost : 0), 0
    );

    const totalWithContingency = subtotal * (1 + baseCosts.contingencyBuffer);

    return {
      breakdown: baseCosts,
      subtotal,
      contingencyAmount: subtotal * baseCosts.contingencyBuffer,
      totalProjectCost: totalWithContingency,
      monthlyBurnRate: totalWithContingency / this.calculateTotalDuration(phases) * 30,
      quarterlyMilestonePayments: this.calculateMilestonePayments(totalWithContingency)
    };
  }

  generateProjectDashboard() {
    const currentDate = new Date();
    const overallProgress = this.calculateOverallProgress();
    const budgetStatus = this.calculateBudgetStatus();
    const riskSummary = this.riskRegister.getCurrentRiskSummary();

    return {
      executiveSummary: {
        overallProgress: overallProgress.percentage,
        currentPhase: this.getCurrentPhase(),
        onTrackStatus: overallProgress.scheduleVariance <= 7, // Within 1 week
        budgetVariance: budgetStatus.variance,
        criticalRisks: riskSummary.criticalRisks.length,
        nextMajorMilestone: this.getNextMajorMilestone()
      },
      schedule: {
        originalEndDate: this.targetDate,
        forecastEndDate: this.calculateForecastEndDate(),
        daysRemaining: this.calculateDaysRemaining(),
        criticalPathStatus: this.assessCriticalPathHealth(),
        upcomingMilestones: this.getUpcomingMilestones(30) // Next 30 days
      },
      budget: budgetStatus,
      risks: {
        totalRisks: riskSummary.totalRisks,
        criticalRisks: riskSummary.criticalRisks,
        highProbabilityRisks: riskSummary.highProbabilityRisks,
        recentlyMitigated: riskSummary.recentlyMitigated
      },
      team: {
        totalTeamMembers: this.resourceManager.getTotalTeamSize(),
        utilizationRate: this.resourceManager.getAverageUtilization(),
        keyPersonnelStatus: this.resourceManager.getKeyPersonnelStatus(),
        expertiseGaps: this.resourceManager.identifyExpertiseGaps()
      },
      qualityMetrics: {
        documentQualityScore: this.calculateDocumentQualityScore(),
        regulatoryReadinessScore: this.calculateRegulatoryReadinessScore(),
        stakeholderSatisfactionScore: this.stakeholderManager.getSatisfactionScore()
      }
    };
  }
}

// Comprehensive banking license ROI calculator
class BankingLicenseROICalculator {
  calculateTotalCostOfOwnership(jurisdiction, businessScale, timeHorizon = 5) {
    const costModel = this.buildComprehensiveCostModel(jurisdiction, businessScale);
    const benefitModel = this.buildBenefitModel(jurisdiction, businessScale);

    return {
      costs: this.calculateTotalCosts(costModel, timeHorizon),
      benefits: this.calculateTotalBenefits(benefitModel, timeHorizon),
      netValue: this.calculateNetPresentValue(costModel, benefitModel, timeHorizon),
      roi: this.calculateROI(costModel, benefitModel, timeHorizon),
      paybackPeriod: this.calculatePaybackPeriod(costModel, benefitModel),
      breakEvenAnalysis: this.performBreakEvenAnalysis(costModel, benefitModel),
      sensitivityAnalysis: this.performSensitivityAnalysis(costModel, benefitModel),
      riskAdjustedReturns: this.calculateRiskAdjustedReturns(costModel, benefitModel)
    };
  }

  buildComprehensiveCostModel(jurisdiction, businessScale) {
    const baseCosts = this.getJurisdictionBaseCosts(jurisdiction);
    const scalingFactors = this.calculateScalingFactors(businessScale);

    return {
      preApplicationCosts: {
        feasibilityStudy: 200000,
        marketResearch: 100000,
        legalStructuring: 150000,
        teamBuilding: 400000,
        systemDesign: 300000,
        regulatoryConsulting: 250000,
        total: 0 // Calculated below
      },
      applicationCosts: {
        applicationFees: baseCosts.regulatoryFees,
        legalFees: baseCosts.legalFees * scalingFactors.complexity,
        consultingFees: baseCosts.consultingFees * scalingFactors.complexity,
        documentationCosts: 500000 * scalingFactors.complexity,
        technologyDevelopment: 1200000 * scalingFactors.scale,
        complianceSystemSetup: 800000 * scalingFactors.scale,
        auditAndAssurance: 300000,
        projectManagement: 400000,
        total: 0
      },
      capitalRequirements: {
        minimumCapital: baseCosts.minimumCapital,
        safetyBuffer: baseCosts.minimumCapital * 0.5, // 50% safety buffer
        growthCapital: baseCosts.minimumCapital * 0.3, // 30% growth capital
        opportunityCost: baseCosts.minimumCapital * 0.06, // 6% annual opportunity cost
        total: 0
      },
      postLicenseCosts: {
        systemFinalization: 600000 * scalingFactors.scale,
        staffRecruiting: 500000 * scalingFactors.scale,
        marketingLaunch: 400000 * scalingFactors.market,
        operationalSetup: 350000,
        initialMarketingInvestment: 300000 * scalingFactors.market,
        total: 0
      },
      ongoingOperationalCosts: {
        annualLicenseFees: baseCosts.annualFees,
        complianceStaff: 1200000 * scalingFactors.scale, // Compliance team
        riskManagementStaff: 800000 * scalingFactors.scale, // Risk team
        technologyMaintenance: 600000 * scalingFactors.scale, // IT operations
        auditAndReporting: 400000, // External audits and regulatory reporting
        legalAndRegulatory: 300000, // Ongoing legal and regulatory advice
        systemUpgrades: 250000 * scalingFactors.technology, // Technology upgrades
        total: 0
      }
    };
  }

  buildBenefitModel(jurisdiction, businessScale) {
    return {
      directRevenueBenefits: {
        institutionalClientPremium: {
          description: 'Premium pricing for institutional clients',
          annualValue: businessScale.institutionalClients * 75000, // $75K average premium per client
          growthRate: 0.15, // 15% annual growth
          confidence: 0.8
        },
        traditionalBankingServices: {
          description: 'Traditional banking service revenue',
          annualValue: businessScale.expectedDeposits * 0.025, // 2.5% net interest margin
          growthRate: 0.12,
          confidence: 0.9
        },
        crossSellingOpportunities: {
          description: 'Cross-selling to existing customer base',
          annualValue: businessScale.existingCustomers * 150, // $150 additional revenue per customer
          growthRate: 0.20,
          confidence: 0.7
        },
        premiumServiceOfferings: {
          description: 'Premium services enabled by banking license',
          annualValue: businessScale.annualRevenuePotential * 0.18, // 18% revenue uplift
          growthRate: 0.10,
          confidence: 0.8
        }
      },
      costSavingsBenefits: {
        complianceEfficiency: {
          description: 'Reduced compliance costs through regulatory clarity',
          annualSavings: businessScale.annualComplianceCosts * 0.35, // 35% efficiency gain
          growthRate: 0.05,
          confidence: 0.9
        },
        operationalEfficiency: {
          description: 'Operational efficiencies from regulated framework',
          annualSavings: businessScale.annualOperatingCosts * 0.08, // 8% efficiency gain
          growthRate: 0.03,
          confidence: 0.8
        },
        riskMitigationSavings: {
          description: 'Avoided costs from regulatory risk mitigation',
          annualSavings: businessScale.potentialRegulatoryFines * 0.15, // 15% of potential fines
          growthRate: 0.02,
          confidence: 0.9
        }
      },
      strategicBenefits: {
        brandValueEnhancement: {
          description: 'Enhanced brand value and market positioning',
          totalValue: businessScale.currentValuation * 0.40, // 40% valuation increase
          realizationPeriod: 3, // Years to full realization
          confidence: 0.7
        },
        marketAccessExpansion: {
          description: 'Access to previously restricted markets',
          totalValue: businessScale.restrictedMarketPotential * 0.60, // 60% market capture
          realizationPeriod: 4,
          confidence: 0.6
        },
        partnershipOpportunities: {
          description: 'Strategic partnership opportunities',
          totalValue: businessScale.partnershipPotential * 0.25, // 25% partnership value capture
          realizationPeriod: 2,
          confidence: 0.5
        },
        acquisitionPremium: {
          description: 'Premium in potential acquisition scenarios',
          totalValue: businessScale.currentValuation * 0.60, // 60% acquisition premium
          realizationPeriod: 5,
          confidence: 0.4
        }
      },
      riskMitigationBenefits: {
        regulatoryRiskReduction: {
          description: 'Reduced regulatory enforcement risk',
          annualValue: businessScale.potentialRegulatoryFines * 0.80, // 80% risk reduction
          confidence: 0.9
        },
        businessContinuityProtection: {
          description: 'Protection against business interruption',
          annualValue: businessScale.annualRevenuePotential * 0.05, // 5% of revenue as protection value
          confidence: 0.8
        },
        reputationalRiskMitigation: {
          description: 'Mitigation of reputational risk',
          annualValue: businessScale.brandValue * 0.10, // 10% of brand value annually
          confidence: 0.7
        }
      }
    };
  }

  calculateROI(costModel, benefitModel, timeHorizon) {
    const totalCosts = this.calculateTotalCosts(costModel, timeHorizon);
    const totalBenefits = this.calculateTotalBenefits(benefitModel, timeHorizon);
    const netBenefit = totalBenefits - totalCosts;
    const roiPercentage = (netBenefit / totalCosts) * 100;

    // Calculate risk-adjusted ROI
    const riskAdjustmentFactor = 0.85; // 15% risk discount
    const riskAdjustedROI = roiPercentage * riskAdjustmentFactor;

    return {
      totalInvestment: totalCosts,
      totalBenefits,
      netBenefit,
      grossROI: roiPercentage,
      riskAdjustedROI,
      annualizedROI: Math.pow(1 + (netBenefit / totalCosts), 1/timeHorizon) - 1,
      benefitCostRatio: totalBenefits / totalCosts,
      profitabilityIndex: (totalBenefits - totalCosts) / totalCosts,
      
      breakdown: {
        revenueROI: this.calculateRevenueROI(costModel, benefitModel),
        costSavingsROI: this.calculateCostSavingsROI(costModel, benefitModel),
        strategicROI: this.calculateStrategicROI(costModel, benefitModel),
        riskMitigationROI: this.calculateRiskMitigationROI(costModel, benefitModel)
      },
      
      sensitivityAnalysis: {
        bestCase: roiPercentage * 1.4, // 40% upside
        worstCase: roiPercentage * 0.6, // 40% downside
        mostLikely: roiPercentage,
        confidenceInterval: {
          lower: roiPercentage * 0.75,
          upper: roiPercentage * 1.25
        }
      }
    };
  }

  performBreakEvenAnalysis(costModel, benefitModel) {
    const totalCosts = this.calculateTotalCosts(costModel, 5);
    const annualBenefits = this.calculateAnnualBenefits(benefitModel);
    
    const breakEvenYears = totalCosts / annualBenefits;
    const breakEvenMonths = breakEvenYears * 12;

    return {
      breakEvenPeriod: {
        years: Math.floor(breakEvenYears),
        months: Math.ceil(breakEvenMonths % 12),
        totalMonths: Math.ceil(breakEvenMonths)
      },
      cumulativeCashFlow: this.calculateCumulativeCashFlow(costModel, benefitModel, 10),
      breakEvenPoint: {
        investmentRecovery: breakEvenYears,
        cashFlowPositive: breakEvenYears + 0.5, // 6 months after break-even
        fullValueRealization: breakEvenYears + 2 // 2 years for full strategic value
      },
      riskFactors: {
        regulatoryDelays: { impact: '+6 months', probability: 0.3 },
        marketConditions: { impact: '+12 months', probability: 0.2 },
        competitionIntensification: { impact: '+18 months', probability: 0.15 },
        technologyChallenges: { impact: '+9 months', probability: 0.25 }
      }
    };
  }
}