Jazan Use Case

Urban Service Quality Loop

Golden ShellDecision Centre

Jazan Performance Management

Urban Service Quality & Visual Distortion Loop

A governed, seeded shell that preserves the bundle's six-dashboard story from strategic monitoring through KPI workspace, case intelligence, decision command, runtime evidence, and action audit.

Demo data - seededDashboard-rigid bundleHuman-authorised actions

Portfolio · KPI 1 · Sabya · DEC-1007 · Model intelligence

Portfolio · KPI 1 · Sabya · DEC-1007 · Model intelligence

Model intelligence · DEC-1007

ENعربيEvidence-only · no actions on this tabLive · seeded demo
DEC-1007

Sabya · Visual distortion closure quality

Action approve authorised by reviewer_01 and dispatched. Decision case file not yet closed by Performance Office.

Under reviewAction fired
Generated07 Sep 06:42
Due09 Sep 2026
Recommendedapprove
Ownerfield_compliance
Composite risk score
84/ 100
High risk

Forecast breach persists with p=0.78. Gap to target: -0.14 vs target.

Score derived from current state · production reads output.jazan_municipality_service_risk_score.84

Feature contribution to risk score

Sums to 84

Forecast breach probabilityRNN · next 4 weeks · p=0.78
32
Anomaly z-scorevs 14-month baseline
21
Complaint recurrencemunicipality breach history
14
Backlog growthservice backlog · municipal queue
18
Comparable interventions · effectiveness gap detected

Model recommended email-owner, but historically comparable breach cases recover more reliably under accelerated inspection cycle and contractor performance audit.

Rank 1Queued
Abu Arish

Accelerated inspection cycle

JZN-DEC-1011 · JZN-DEC-1011
Recovery impact+0.14 recovery
Rank 2Under review
Samtah

Contractor performance audit

JZN-DEC-1015 · JZN-DEC-1011
Recovery impact+0.09 recovery
Rank 3Under review
Sabya

email owner · fired

JZN-DEC-1007 · JZN-DEC-1007
Current actionIn progress