One operating model for assets, incidents, and governance
Assets. Incidents. One model.



Mapping Industrial Workflows
The platform handled critical operations, but workflows were split across services and mirrored system architecture instead of operator mental models.
Operators, field engineers, and administrators needed one language for assets, alerts, permissions, and reports.
To redesign the experience, I:
- 01/Defined operator, engineer, and admin archetypes.
- 02/Mapped workflows from alert to maintenance closure.
- 03/Linked assets, alerts, permissions, and reports.
- 04/Built modular IA for future platform growth.
Asset Modeling Digital Infrastructure Map
Asset Modeling became the platform foundation: a digital map of equipment, facilities, and dependencies.
I linked physical assets to sensor models so operators could trace failures through the network.
Embedded prototype
Telemetry Studio
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Incident Management From Alert to Resolution
Operators needed a structured path from alert to resolution.
I replaced noisy alert feeds with investigation flows that combine history, telemetry, and work orders.
Faster triage with a repeatable operating process.

Operational Visibility Dashboards & Reports
Teams had telemetry, but not a clear view of asset performance.
I designed dashboards and reporting flows that turned sensor data into decisions.
Operational Data
BackInvestigation Statistics
QuantityReliability statistics
QuantityOperational Data
BackIncidents by Measurement Systems
QuantityInvestigation Statistics
QuantityReliability statistics
Quantity- EVT-882132026-03-14 06:12:04ZSCADAPUMP-P114 — Vibration threshold exceededEscalated
- EVT-882142026-03-14 06:14:41ZDigital TwinTRF-06 — Model drift vs. live sensor feedInvestigating
- EVT-882152026-03-14 06:20:09ZAsset MgmtCMP-22 — Maintenance window scheduledScheduled
- EVT-882162026-03-14 06:24:57ZObservabilityGATEWAY-04 — Ingest latency above SLAMonitoring
- EVT-882172026-03-14 06:31:18ZGovernanceRULE-SET-A12 — Automation rule deployed to prodDeployed
- EVT-882182026-03-14 06:38:52ZSCADAVALVE-118 — Pressure differential spikeEscalated
- EVT-882192026-03-14 06:44:03ZDigital TwinPUMP-P114 — Digital twin resynced with asset registryResolved
- EVT-882202026-03-14 06:51:27ZAsset MgmtTRF-06 — Dependency hierarchy updatedUpdated
- EVT-882212026-03-14 06:58:14ZObservabilityDASH-KPI-02 — Anomalous trend in throughput KPIUnder review
- EVT-882222026-03-14 07:05:36ZGovernanceROLE-OPERATOR — Permission scope changedAudited
- EVT-882232026-03-14 07:11:49ZSCADACOMP-09 — Temperature sensor offlineField dispatch
- EVT-882242026-03-14 07:19:22ZAsset MgmtVALVE-118 — Asset record reclassifiedUpdated
- EVT-882252026-03-14 07:26:08ZObservabilityGATEWAY-04 — Weekly report export completedDelivered
- EVT-882262026-03-14 07:33:45ZGovernanceRULE-SET-B03 — Rule rollback triggered by operatorRolled back
Industrial Rule IDE Governance Layer
Industrial IDE for digital twin operations.
A model-driven workspace connecting telemetry, asset relationships, and automation logic.
It sits between SCADA, Digital Twin, Asset Management, and Observability.
Unified model, logic, and operations layer
Monitor
Asset health
Model
Relationships
Define
Automation logic
Investigate
Incidents
Deploy
Rules safely
Design System Shared Product Foundations
I led a shared design system to support multiple industrial products and teams.
We standardized tables, filters, telemetry charts, warnings, and layout rules into reusable patterns.

Platform Impact
Fragmented tools, hidden dependencies, inconsistent UI.
One operating model for assets, incidents, reporting, and governance.
Unified
Asset, incident, and reporting flows
Faster
Reusable patterns for product teams
Safer
Inline hierarchy and dependency context
Scalable
Shared standards for future modules