Management Reporting & Analysis Components
Early concepts for management-level reporting using systems thinking metrics.
Illustrative Data - Visual SpecificationOverview
The data model specification in Section 2.1 defines 76 member servicing tasks, each measured across 9 metrics weekly. Combined with 52 complaint categories, this creates a rich operational dataset. This page shows the reporting and analysis components that become possible from that single act of consistent measurement.
Weekly Operational Dashboard
Measure What Matters + Decisions at the WorkA single weekly view showing demand volume, SLA performance, member sentiment, and resolution quality. The at-a-glance view for operational leadership.
Gap to target: 13 percentage points below 80% ambition.
Performance vs Ambition
Measure What MattersEach metric has an ambition target defined in the Data Model Specification. Progress-to-target bars show where performance sits against that ambition, green when on track, purple when close, pink when behind.
Demand Intelligence
Study Demand FirstBreaking down demand by type reveals where the system creates its own workload. Value demand is why members contact us. Failure demand is the system making them chase.
Demand Composition by Group
Failure Demand Hotspots - Top 10
Top 5 failure demand generators account for 60%+ of avoidable contact. Callbacks alone represent more weekly volume than most entire task groups.
Complaint Intelligence
Complaints as IntelligenceComplaints are not noise, they are the member telling us where the system fails. Linking complaint categories to tasks reveals which processes generate the most regulated dissatisfaction.
Volume by Category - Top 8
Task-to-Complaint Linkage
Heatmap showing which tasks generate which complaint categories. Darker cells = higher linkage.
Week-on-Week Direction
| Category | This Week | Last Week | Change | Direction |
|---|---|---|---|---|
| Delay: Processing | 42 | 38 | +4 | ▲ Rising |
| Failure: Agreed Request | 34 | 36 | -2 | ▼ Falling |
| Premium: Wrong Amount | 28 | 28 | 0 | ▶ Flat |
| Delay: Answering Call | 24 | 30 | -6 | ▼ Falling |
| Info: Wrong/Unclear | 18 | 15 | +3 | ▲ Rising |
Trend Analysis
Study Demand First + Measure What MattersWeekly data becomes powerful over time. Different time horizons reveal different types of insight, from short-term anomalies to long-term strategic shifts.
Illustrative Trend Lines (8 weeks)
Metric Progression
| Metric | Week 1 | Week 4 | Week 8 | Week 12 | Direction |
|---|---|---|---|---|---|
| Total Demand | 1,810 | 1,785 | 1,760 | 1,742 | ▼ |
| Failure % | 42% | 40% | 39% | 38% | ▼ |
| SLA % | 81% | 83% | 85% | 87% | ▲ |
| Sentiment | 6.8 | 6.9 | 7.0 | 7.2 | ▲ |
| FTR | 62% | 64% | 65% | 67% | ▲ |
| Complaints | 68 | 64 | 62 | 58 | ▼ |
Prioritisation Framework
Design Against DemandWith 76 tasks producing data weekly, the prioritisation framework scores and ranks tasks to focus improvement effort where it will have the greatest impact.
Volume vs Failure Rate
Top 10 Priorities
| # | Task | Group | Vol/wk | Failure% | Complaints | Score | Priority |
|---|---|---|---|---|---|---|---|
| 1 | Callbacks | Switchboard | 610 | 85% | 24 | 92 | Critical |
| 2 | DD Amendments | Finance Ops | 268 | 58% | 28 | 87 | Critical |
| 3 | Cancellation Letters | Cancellations | 240 | 62% | 34 | 84 | Critical |
| 4 | Reinstatement | Reinstatements | 152 | 50% | 18 | 76 | High |
| 5 | Address Change | Alterations | 198 | 45% | 12 | 72 | High |
| 6 | Doc Re-issue | Alterations | 190 | 40% | 8 | 68 | High |
| 7 | Premium Query | Finance Ops | 134 | 55% | 14 | 65 | High |
| 8 | Claim Registration | Claims | 112 | 35% | 12 | 58 | Medium |
| 9 | Chase Letters | Cancellations | 378 | 30% | 6 | 55 | Medium |
| 10 | NB Processing | New Business | 256 | 22% | 4 | 48 | Medium |
System Health
Study Demand First + Complaints as IntelligenceRAG status across all groups and the 7 captured metrics. No additional data collection required, calculated from the 9 weekly metrics.
Raw Metrics - System Health at a Glance
RAG status across all groups and the 7 captured metrics. Green = on target, Amber = watch, Red = action needed.
Vol Volume · Dem Demand Type · SLA SLA Performance · Sent Sentiment · Touch Touchpoints · FTR First Touchpoint Resolution · Comp Complaints