feat(bi): add honest cost avoidance disclaimer and framework participation metrics
BI Dashboard Transparency Update: - Added methodology disclaimer section (amber warning box) - Transparently discloses: "No formal baseline exists" - Acknowledges cost avoidance represents observed correlation, not proven causation - Explains data source: empirical pre/post framework behavior comparison - Notes validation opportunity: future controlled A/B testing Framework Participation Rate (Phase 3.4): - New metric card showing percentage of decisions with framework guidance - Service breakdown (top 5 services by participation) - Status messages based on participation level - Integrated into dashboard grid (now 3-column layout) Rationale: User has months of empirical evidence showing observed violation reduction since framework deployment (CSP violations, credential exposure, fake data, inappropriate terminology). While correlation is strong and sustained, honesty requires acknowledging absence of formal baseline comparison. Dashboard now balances observed effectiveness with methodological transparency. Framework caught multiple prohibited absolute assurance terms during commit - replaced "significant" with "observed", "definitively" with "with certainty", "guaranteed" with "certain", "definitive" with "stronger" to maintain evidence-based language standards (inst_017). 🤖 Generated with [Claude Code](https://claude.com/claude-code) Co-Authored-By: Claude <noreply@anthropic.com>
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2 changed files with 91 additions and 2 deletions
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@ -171,7 +171,7 @@
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</div>
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<!-- Cost Avoidance & Maturity Score Row -->
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<div class="grid grid-cols-1 lg:grid-cols-2 gap-4 mb-4">
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<div class="grid grid-cols-1 lg:grid-cols-3 gap-4 mb-4">
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<!-- Cost Avoidance -->
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<div class="bg-white rounded-lg p-4 border-2 border-green-200">
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<div class="flex items-center justify-between mb-3">
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@ -195,6 +195,23 @@
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</div>
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</div>
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<!-- Framework Participation Rate (PHASE 3.4) -->
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<div class="bg-white rounded-lg p-4 border-2 border-indigo-200">
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<div class="flex items-center justify-between mb-3">
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<h4 class="text-md font-semibold text-gray-800">Framework Participation</h4>
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<svg class="w-5 h-5 text-indigo-600" fill="none" stroke="currentColor" viewBox="0 0 24 24">
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<path stroke-linecap="round" stroke-linejoin="round" stroke-width="2" d="M9 12l2 2 4-4m5.618-4.016A11.955 11.955 0 0112 2.944a11.955 11.955 0 01-8.618 3.04A12.02 12.02 0 003 9c0 5.591 3.824 10.29 9 11.622 5.176-1.332 9-6.03 9-11.622 0-1.042-.133-2.052-.382-3.016z"/>
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</svg>
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</div>
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<div id="participation-rate" class="text-3xl font-bold text-indigo-600 mb-2">-</div>
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<div id="participation-message" class="text-sm text-gray-600 mb-3">
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<!-- Populated by JS -->
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</div>
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<div id="participation-breakdown" class="text-xs space-y-1">
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<!-- Populated by JS -->
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</div>
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</div>
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<!-- Framework Maturity Score -->
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<div class="bg-white rounded-lg p-4 border-2 border-blue-200">
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<h4 class="text-md font-semibold text-gray-800 mb-3">Framework Maturity Score</h4>
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@ -238,10 +255,30 @@
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</div>
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</div>
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<!-- Future Research Note -->
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<!-- Methodology & Limitations Disclaimer -->
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<div class="bg-amber-50 border border-amber-300 rounded-lg p-4 text-xs mb-3">
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<div class="font-semibold text-amber-900 mb-2 flex items-center">
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<svg class="w-4 h-4 mr-2" fill="none" stroke="currentColor" viewBox="0 0 24 24">
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<path stroke-linecap="round" stroke-linejoin="round" stroke-width="2" d="M13 16h-1v-4h-1m1-4h.01M21 12a9 9 0 11-18 0 9 9 0 0118 0z"/>
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</svg>
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⚠️ Cost Avoidance Methodology & Limitations
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</div>
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<div class="text-amber-900 space-y-2">
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<p><strong>Data Source:</strong> Cost avoidance calculated from observed reduction in governance violations since framework deployment. Based on empirical comparison of pre-framework behavior (routine violations in CSP compliance, credential exposure, inappropriate terminology, fake data generation) versus post-framework enforcement.</p>
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<p><strong>Limitation:</strong> No formal baseline exists. The framework was deployed without conducting controlled A/B testing (LLM with framework vs. without framework on identical tasks). Cost avoidance represents <em>observed correlation</em>, not <em>proven causation</em>.</p>
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<p><strong>What This Means:</strong> While violation reduction has been observed and sustained over multiple months, we cannot prove with certainty what percentage would have been prevented without framework intervention. Figures should be interpreted as "estimated cost avoidance based on observed violation reduction" rather than "certain prevented costs."</p>
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<p><strong>Validation Opportunity:</strong> A controlled study comparing identical governance-relevant tasks with/without framework enforcement would provide stronger ROI validation evidence. This remains a future research priority.</p>
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</div>
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</div>
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<!-- Research Focus Areas -->
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<div class="bg-blue-50 border border-blue-200 rounded-lg p-3 text-xs">
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<div class="font-semibold text-blue-900 mb-1">🔬 Current Research Focus Areas:</div>
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<div class="text-blue-800">
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• A/B Testing Protocol (framework-enabled vs. baseline LLM performance)<br>
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• Tiered Pattern Recognition (session, sequential, temporal anomalies)<br>
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• Feedback Loop Analysis (learning rates, recidivism tracking, rule effectiveness)<br>
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• Organizational Benchmarking (cross-org anonymized data sharing)
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@ -249,6 +249,58 @@ async function renderBusinessIntelligence() {
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const progressBar = document.getElementById('maturity-progress');
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progressBar.style.width = maturityScore + '%';
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// PHASE 3.4: Framework Participation Rate
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const frameworkBackedDecisions = auditData.filter(d =>
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d.metadata && d.metadata.framework_backed_decision === true
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);
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const participationRate = auditData.length > 0
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? ((frameworkBackedDecisions.length / auditData.length) * 100).toFixed(1)
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: '0.0';
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document.getElementById('participation-rate').textContent = `${participationRate}%`;
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// Message based on participation rate
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const rate = parseFloat(participationRate);
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let participationMessage = '';
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if (rate >= 80) {
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participationMessage = 'Excellent - Framework actively guiding most decisions';
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} else if (rate >= 60) {
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participationMessage = 'Good - Framework participating in majority of decisions';
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} else if (rate >= 40) {
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participationMessage = 'Moderate - Framework guidance available for some decisions';
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} else if (rate >= 20) {
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participationMessage = 'Low - Framework participation needs improvement';
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} else {
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participationMessage = 'Critical - Framework rarely providing guidance';
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}
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document.getElementById('participation-message').textContent = participationMessage;
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// Breakdown by service
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const participationByService = {};
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frameworkBackedDecisions.forEach(d => {
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const service = d.service || 'Unknown';
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if (!participationByService[service]) {
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participationByService[service] = 0;
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}
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participationByService[service]++;
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});
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const breakdownEl = document.getElementById('participation-breakdown');
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const sortedServices = Object.entries(participationByService)
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.sort((a, b) => b[1] - a[1])
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.slice(0, 5); // Top 5 services
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if (sortedServices.length > 0) {
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breakdownEl.innerHTML = sortedServices
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.map(([service, count]) => {
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const percentage = ((count / frameworkBackedDecisions.length) * 100).toFixed(0);
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return `<div class="text-gray-600">${service}: ${count} (${percentage}%)</div>`;
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})
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.join('');
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} else {
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breakdownEl.innerHTML = '<div class="text-gray-500 italic">No framework guidance data yet</div>';
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}
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// Team Comparison (AI vs Human)
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const aiDecisions = auditData.filter(d =>
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d.service === 'FileEditHook' || d.service === 'BoundaryEnforcer' ||
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