6.2Building Dashboards for Different Audiences

Different audiences need different information at different levels of detail.

Audience Matrix

Audience	What They Need	Update Frequency	Detail Level
QA Team	Test results, flaky tests, automation progress, blocked tests	Real-time	High (individual test results)
Development Team	Build status, test failures in their code, coverage for their PRs	Real-time	Medium (per-PR, per-module)
Engineering Manager	Sprint quality summary, defect trends, release readiness	Daily / per sprint	Medium (per-feature, per-sprint)
Product Manager	Feature quality status, risk areas, estimated release dates	Per sprint	Low-medium (per-feature)
VP / CTO	Overall quality posture, trends, major risks	Weekly / monthly	Low (traffic light, trends)

Dashboard Design per Audience

QA Team Dashboard -- "The War Room"

┌──────────────────────────────────────────────────────────────┐
│ PIPELINE STATUS                          Last run: 2 min ago │
│ ✅ Unit Tests (412/412)     18s                              │
│ ✅ Integration (87/89)      3m 12s    [2 failures → details] │
│ ✅ E2E (101/104)            24m 8s    [3 failures → details] │
│ ⚠️  Flaky quarantine (8 tests)         [trend: ↓ from 12]    │
├──────────────────────────────────────────────────────────────┤
│ OPEN BUGS BY SEVERITY          │ AUTOMATION PROGRESS         │
│ Critical: 1  [→ details]       │ Sprint target: 70%          │
│ Major:    4                    │ Current:       67% ████░░   │
│ Minor:    7                    │ New this sprint: +12 tests  │
│ Total:    12 (↓ from 15)       │                             │
├──────────────────────────────────────────────────────────────┤
│ ENVIRONMENT HEALTH                                           │
│ Staging:     🟢 Healthy    │ Pre-prod:  🟢 Healthy           │
│ CI Runners:  🟢 4/4 online │ Test data:  🟡 Last refresh 3d  │
└──────────────────────────────────────────────────────────────┘

Executive Dashboard -- "The Traffic Light"

┌──────────────────────────────────────────────────────────────┐
│ QUALITY POSTURE -- Q1 2026                                   │
│                                                              │
│  Overall:  🟡 YELLOW  (1 critical bug in partner API)        │
│                                                              │
│  ┌─────────────┬──────────┬──────────┬──────────┐            │
│  │ Payment     │ Search   │ User Mgmt│ Admin    │            │
│  │   🟢        │   🟢      │   🟢     │   🟡     │            │
│  └─────────────┴──────────┴──────────┴──────────┘            │
│                                                              │
│  Trend (last 6 sprints):                                     │
│  Escaped defects:  12% → 8% → 6% → 5% → 4% → 4%    ✅        │
│  Release cadence:  Bi-weekly → Weekly              ✅        │
│  Customer complaints: 8 → 6 → 5 → 3 → 2 → 2        ✅        │
│                                                              │
│  ACTION NEEDED: Partner API timeout handling (ETA: Sprint 48)│
└──────────────────────────────────────────────────────────────┘