Operational Lifecycle · System Health
Eight stages.
One continuous cycle.
One continuous cycle.
The Operating Model describes how System Health functions in practice — not in theory. It is an eight-stage lifecycle that runs continuously: signals are ingested, health is monitored across the four domains, anomalies are detected and triaged, root causes are analyzed, data products are certified, intelligence is reported to leadership, and lessons feed back into the next cycle. The model does not stop — it improves with every pass.
Eight-Stage Lifecycle
1
Ingest
›
2
Monitor
›
3
Detect
›
4
Triage
›
5
Analyze
›
6
Certify
›
7
Report
›
8
Improve
↺
Eight-Stage Operational Lifecycle
Continuous Operating Cycle
From signal ingestion to continuous improvement — every stage connected
1
Ingest
Input
2
Monitor
Measure
3
Detect
Signal
4
Triage
Route
5
Analyze
Diagnose
6
Certify
Validate
7
Report
Deliver
8
Improve
Evolve
What happens
Raw quality data is ingested from source systems — eQMS workflows, LMS, IAM, and DMS. Data is structured, timestamped, and routed to the appropriate domain stream.
Who acts
System Owner — automated pipeline execution
What happens
Ingested data is continuously measured against defined health thresholds across all four domains: Workflow Integrity, Data Integrity, User Behavior, and Reporting Reliability.
Who acts
System Owner — automated monitoring engine
What happens
Threshold breaches and anomalous patterns are detected and classified. Each signal is tagged with domain, severity, and ownership assignment before entering the triage queue.
Who acts
System Owner — detection rules engine
What happens
Alerts are reviewed, prioritized, and routed to the accountable owner. Severity is confirmed, SLA clock starts, and duplicates are consolidated. Unowned issues are escalated immediately.
Who acts
Capability Owner — daily triage review
What happens
Root cause is identified for each active issue. Contributing factors are documented. Remediation action is defined, assigned, and tracked. Decision Confidence impact is assessed.
Who acts
Process / System Owner — root cause analysis
What happens
Data products that meet certification criteria are formally certified by the Data Product Owner. Certification record is created, version is tagged, and the product is marked decision-ready.
Who acts
Data Product Owner — certification sign-off
What happens
Confidence-scored System Health intelligence is delivered to leadership via dashboards, QMB scorecard, and executive briefings. All reports carry the Decision Confidence tier prominently.
Who acts
Capability Owner — reporting delivery
What happens
Lessons from each cycle are captured, thresholds are recalibrated where needed, and improvement actions are fed back into the next cycle. The operating model improves with every iteration.
Who acts
Capability Owner — cycle retrospective
Roles in Motion — Who Does What During the Operating Cycle
Capability Owner
Capability
Runs daily triage review — reviews open alerts, confirms ownership, starts SLA clock
Manages weekly operational health review with domain owners
Prepares monthly QMB scorecard — System Health Index, open issues, certification status
Owns escalation decisions for threshold breaches and unresolved alerts
Leads cycle retrospective and improvement log maintenance
Process & System Owners
Operations
Acknowledge and action alerts assigned to their domain within SLA
Document root cause and corrective action for each resolved issue
Maintain workflow performance and SLA adherence within domain
Escalate unresolvable or out-of-scope issues to Capability Owner without delay
Participate in weekly operational review and provide domain status
Data Product Owners
Data
Review data quality scores for their products after each monitoring cycle
Execute certification review — confirm completeness, accuracy, and lineage meet standards
Issue certification sign-off and update Data Product Catalog entry
Manage certification expiry schedule — renew before expiry, not after
Flag data quality gaps to Data Owners for remediation
Quality Leadership
Business
Receives monthly QMB scorecard with System Health Index and Decision Confidence scores
Reviews confidence-scored data products before making quality decisions
Makes Tier 3 escalation decisions when cross-domain or compliance risk is present
Approves threshold changes and framework updates proposed by Capability Owner
Chairs quarterly Executive Forum — strategic health and maturity progress review
System Owner
Operations
Maintains monitoring infrastructure and data ingestion pipelines
Ensures reporting dashboards and data feeds are current and accurate
Resolves system-level alerts: pipeline failures, access anomalies, uptime issues
Implements threshold and rule changes approved by Capability Owner
Maintains the SharePoint System Health Repository as the authoritative knowledge base
Data Stewards
Data
Monitor Data Integrity health signals for their domain on a defined cadence
Investigate and remediate data quality gaps within the defined SLA window
Maintain data lineage documentation and field-level completeness records
Update data quality rules with Capability Owner approval when thresholds are recalibrated
Support Data Product Owner certification reviews with domain quality evidence
Data Flow — How Information Moves Through the Cycle
Operational Data Flow
From Source System to Executive Decision
| Flow Stage | Data Type | Source | Destination | Quality Gate |
|---|---|---|---|---|
| Ingest | Raw workflow data — transactions, completions, SLA records | eQMS, LMS, IAM, DMS platforms | Domain monitoring stream | Structural validation — correct format, required fields present, timestamp confirmed |
| Process | Health signals — threshold scores, anomaly flags, domain indexes | Monitoring engine (four domains) | Alert queue + Health Score dashboard | Threshold comparison — signal classified as normal, caution, or breach |
| Process | Triaged alerts — confirmed breaches with owner and SLA assigned | Triage review (Capability Owner) | Domain owners for resolution action | Ownership confirmed — no alert proceeds without a named owner and SLA start time |
| Certify | Data products — cleaned, validated, lineage-documented quality assets | Data Owner (domain remediation complete) | Data Product Catalog (certified) | Certification criteria — completeness ≥ threshold, accuracy confirmed, Data Product Owner sign-off |
| Report | Confidence-scored reports — System Health Index, Decision Confidence score, QMB scorecard | Certified data products + health scores | Quality Leadership and QMB | Confidence tier displayed at point of use — High / Medium / Conditional / Low always visible |
| Improve | Improvement actions — threshold recalibrations, process updates, capability gaps | Cycle retrospective (Capability Owner) | Next cycle configuration + Governance Framework | Owner assigned and accepted — all improvement actions have a named owner before cycle closes |
Operating Performance Expectations
Performance Standards · Operating Model
What "operational" means in measurable terms
< 24h
Alert Triage SLA
Every detected anomaly is reviewed, owned, and assigned within 24 hours of detection. No alert ages without a named owner.
100%
Certified Before Consumed
No data product reaches leadership reporting without a current certification on file. Expired certifications trigger an automatic hold.
Monthly
QMB Scorecard Delivery
System Health scorecard is delivered to the Quality Management Board on a defined monthly cadence without exception.
↺ Always
Cycle Never Stops
The operating lifecycle does not have an end state — it runs continuously. Stage 8 feeds directly back into Stage 1 of the next cycle.