"Translating compliance data into executive decisions"
Designed the analytics layer for an enterprise compliance platform, translating complex operational data into clear insights for manufacturing executives. The goal: enable leaders to answer "How healthy is our compliance?" at a glance.
Built KPI frameworks, executive dashboards, and automated reporting that surface issues before they become problems—helping organizations stay audit-ready without drowning in spreadsheets.
Designed a dashboard that answers the questions executives actually ask: "Are we compliant?" "Where are we at risk?" "What needs attention today?"
┌─────────────────────────────────────────────────────────────────┐
│ AT-A-GLANCE HEALTH │
│ │
│ ╭──────────╮ "Your organization is in │
│ │ 87 │ GOOD standing. Training │
│ │ /100 │ compliance needs attention." │
│ ╰──────────╯ │
│ │
├─────────────────────────────────────────────────────────────────┤
│ WHAT NEEDS ATTENTION TODAY │
│ │
│ ⚠ 12 employees │ ⚠ 3 CAPAs due │ ✓ Audits on track │
│ overdue on │ this week │ Next: March 15 │
│ training │ │ │
│ │
├─────────────────────────────────────────────────────────────────┤
│ TRENDS (Are things getting better or worse?) │
│ │
│ Quality: ▲ Improving │ Supplier: ─ Stable │
│ NCRs down 12% vs last │ On-time delivery │
│ quarter │ holding at 94% │
│ │
└─────────────────────────────────────────────────────────────────┘Designed 22 KPIs across 7 business areas. Each metric answers a specific business question—not just "what's the number" but "what does it mean?"
Are vendors delivering on time? Are incoming materials meeting quality standards? Tracks on-time delivery rate and incoming inspection pass rates.
Are we catching and fixing issues quickly? Monitors CAPA closure rates, NCR disposition time, first-pass yield, and defect rates.
Are documents up to date? Are audits on schedule? Tracks document review cycles, audit completion, and finding closure rates.
Is the workforce qualified? Where are competency gaps? Monitors training completion rates and role-based competency coverage.
Are customers satisfied? Tracks on-time delivery to customers, shipping inspection pass rates, and RMA trends.
Executives needed one number to answer "How are we doing?" Designed a weighted health score (0-100) that combines the most critical compliance indicators into a single, actionable metric.
HEALTH SCORE COMPONENTS
═══════════════════════════════════════════════════════════════
CAPA Closure (25%) ████████████████████████████░░░░░ Most critical
Are corrective actions A score drop here = serious
being closed on time? quality issues brewing
Training Current (20%) ██████████████████████░░░░░░░░░░░ Compliance essential
Is workforce certified Score drop = audit risk
and competent? and potential violations
Audits Completed (15%) ████████████████░░░░░░░░░░░░░░░░░ Regulatory requirement
Are we keeping up with Score drop = falling behind
scheduled audits? on compliance obligations
NCRs Resolved (15%) ████████████████░░░░░░░░░░░░░░░░░ Quality indicator
Are nonconformances Score drop = quality backlog
being dispositioned? building up
Risks Reviewed (10%) ██████████░░░░░░░░░░░░░░░░░░░░░░░ Risk management
Are risk assessments Score drop = blind spots
current? in risk exposure
Documents Controlled (10%) ██████████░░░░░░░░░░░░░░░░░░░░░░░ Document control
Are SOPs reviewed and Score drop = outdated
approved? procedures in use
Calibration Current (5%) █████░░░░░░░░░░░░░░░░░░░░░░░░░░░░ Equipment readiness
Is equipment calibrated Score drop = measurement
and ready? uncertainty
═══════════════════════════════════════════════════════════════WHAT THE SCORE MEANS FOR YOUR BUSINESS
═══════════════════════════════════════════════════════════════
90-100 EXCELLENT "Audit-ready. Continue current practices."
████████████████████████████████████████ ~15% of orgs
75-89 GOOD "Healthy overall. Address flagged items."
████████████████████████████████░░░░░░░░ ~45% of orgs
60-74 ATTENTION "Gaps emerging. Prioritize red areas."
██████████████████████░░░░░░░░░░░░░░░░░░ ~30% of orgs
0-59 CRITICAL "Significant risk. Immediate action needed."
██████████░░░░░░░░░░░░░░░░░░░░░░░░░░░░░░ ~10% of orgs
═══════════════════════════════════════════════════════════════
EXAMPLE INSIGHT:
"Score dropped from 87 to 82 this month.
Primary driver: Training completion fell 15%.
→ 12 employees overdue on required certifications.
→ Recommendation: Escalate to department managers."
═══════════════════════════════════════════════════════════════Numbers without context are just noise. Built trend detection to surface whether things are getting better, worse, or staying flat—and why.
MONTHLY TREND REPORT - February 2025
═══════════════════════════════════════════════════════════════
QUALITY METRICS
┌─────────────────┬─────────┬─────────┬─────────┬───────────┐
│ Metric │ Jan │ Feb │ Change │ Trend │
├─────────────────┼─────────┼─────────┼─────────┼───────────┤
│ CAPA Closure │ 88% │ 92% │ +4% │ ▲ Better │
│ NCR Resolution │ 85% │ 87% │ +2% │ ▲ Better │
│ First-Pass Yield│ 96.2% │ 96.5% │ +0.3% │ ─ Stable │
│ Defect Rate │ 1.8% │ 2.1% │ +0.3% │ ▼ Watch │
└─────────────────┴─────────┴─────────┴─────────┴───────────┘
INSIGHT: "Quality improving overall, but defect rate uptick
needs investigation. Check if tied to new product line launch."
───────────────────────────────────────────────────────────────
90-DAY NCR TREND
│
│ ╭─╮
│ ╭╯ ╰─╮ ╭──╮
│ ╭──╯ ╰──╮ ╭──╯ ╰──╮
│ │ ╰──────────────╯ ╰──────
│ │
└─┴─────────────────────────────────────────────▶
Dec Jan Feb Mar
INSIGHT: "NCR volume peaked mid-January (holiday backlog),
now returning to normal levels. No systemic issue."
═══════════════════════════════════════════════════════════════Different stakeholders need different views. Designed role-based dashboards and automated report cadences to deliver the right information to the right people at the right time.
STAKEHOLDER REPORTING MATRIX
═══════════════════════════════════════════════════════════════
ROLE DASHBOARD VIEW REPORT CADENCE
────────────────────────────────────────────────────────────────
CEO / Owner Health score + trends Weekly summary email
"Are we compliant?" Monthly board deck
Quality Manager All KPIs + drill-down Daily alerts
"What needs action?" Weekly detail report
Plant Manager Production + quality Daily shift report
"How did we perform?" Weekly performance
Compliance Officer Audit + document status Daily overdue alerts
"What's at risk?" Audit prep reports
Department Heads Training + competency Weekly gap report
"Is my team qualified?" Monthly progress
═══════════════════════════════════════════════════════════════
SELF-SERVICE FEATURES:
├── Configurable date ranges (7/30/90 days, custom)
├── Export to Excel for deeper analysis
├── Export to PDF for presentations
└── Scheduled email delivery (daily/weekly/monthly)
═══════════════════════════════════════════════════════════════Designed metrics framework giving executives comprehensive visibility into supplier, quality, compliance, training, and customer performance.
Created weighted scoring system (0-100) enabling at-a-glance organizational health assessment with drill-down to root causes.
Designed 5 distinct views for CEO, Quality Manager, Plant Manager, Compliance Officer, and Department Heads—right info to right people.
Built automated trend analysis surfacing improving/declining patterns with business context—not just numbers, but what they mean.
Implemented scheduled reporting (daily/weekly/monthly) reducing manual report generation and ensuring timely stakeholder updates.
KPIs are useless if stakeholders don't understand what to do with them. Every metric needs context: "What does this mean? What action should I take?"
Executives don't want 50 metrics—they want 1 number and the ability to drill down if needed. Health scores beat metric dumps.
"CAPA closure is 85%" tells nothing. "CAPA closure improved from 78% to 85% over 3 months" tells a story. Always show direction.
Manual reporting is a time sink. Scheduled reports and alerts free up analyst time for actual analysis instead of data wrangling.