EK
Ephrem KutureNetwork Infra PO · Delivery Lead
Representative Dashboards & Portfolio Artifacts

How I bring structure, visibility, and accountability to complex network infrastructure work.

These visuals are recreated with mock data to demonstrate the dashboards, workflows, operating views, and delivery artifacts I build or use in the field. No confidential employer, vendor, infrastructure, ticket, IP, or internal system data is included.

Confidentiality-safe by design. Every dashboard on this page is a representative recreation with sanitized sample data. Nothing here is a screenshot of an employer system, vendor tool, or production dataset. Names, tickets, vendors, sites, and metrics are illustrative only.

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01Azure DevOps Backlog Management02Network Infrastructure Delivery Portfolio03Construction Document Review04Link Maintenance Notification Automation05Power Apps Inventory Management06Scrum Master Delivery Health07Network Infrastructure Product Owner08Network Room Build09Renovation Network Delivery10NCR Build Readiness11IoT Environmental Sensors Deployment12NetGuard AI Incident Prioritization (MSIT Capstone)13NetGuard AI Scoring Logic Flow14NetGuard AI Product Architecture
01
Azure DevOps/ephrem-portfolio/Network-Infra
EK
BoardsBacklogsAzure DevOps Backlog Management

Azure DevOps Backlog Management

Dashboard

Portfolio · Network Infrastructure workstream

Sanitized mock
Work items
1,284
+42 this sprint
Epics
18
Features
74
User stories
612
Tasks
580
Blocked
9
↑ 2 vs last sprint
Work items by state
Done45%
Active19%
In Review10%
Planned23%
Blocked3%
Work items by tag
5G / DAS
84
RFID
62
Network Room
55
Renovation
71
Automation
38
Governance
27
Sprint burndown
Day 1Sprint 24 · in flightDay 10
Velocity trend (story points / sprint)
PI committed vs completed
PI 24.392%
PI 24.288%
PI 24.184%
Backlog readiness
Ready for Refinement34
Ready for Sprint22
Carryover6
Needs Acceptance Criteria11
Representative mock dashboard with sanitized sample data.portfolio.local / azure-devops-backlog-management
How I structure and manage an Agile infrastructure backlog end-to-end — epics, features, stories, and delivery flow at a glance.
02
Azure DevOps/ephrem-portfolio/Network-Infra
EK
BoardsBacklogsNetwork Infrastructure Delivery Portfolio

Network Infrastructure Delivery Portfolio

Dashboard

Multi-workstream operating view

Sanitized mock
Active programs
8
On track
5
63%
At risk
1
12%
In review / planning
2
25%
ProgramStatusPriorityRiskNext MilestoneOwner GroupTargetDelivery Health
5G / DAS Enterprise UpgradeOn TrackHighMediumCarrier RF walkWireless Eng.Q3 · W4
Enterprise RFID DeploymentAt RiskHighHighPortal cutoverIoT / OpsQ3 · W6
TCP Time Clock RolloutOn TrackMedLowWave 3 site acceptFacilitiesQ3 · W5
Network Room Build-OutPlanningHighMediumRack elevation sign-offInfra Eng.Q4 · W1
Renovation Network DeliveryIn ReviewMedMediumCabling submittal reviewConst. PMQ4 · W3
Network Device DecommissionOn TrackLowLowAsset reclamationNetOpsQ3 · W7
Construction Document ReviewOn TrackRecurringMediumMonthly review cycleInfra POOngoing
Inventory Management SystemCompletedMedLowPost-launch careDeliveryShipped
Representative mock dashboard with sanitized sample data.portfolio.local / network-infrastructure-delivery-portfolio
Portfolio-level view I use to coordinate multiple enterprise network programs and communicate delivery health to executives.
03
Azure DevOps/ephrem-portfolio/Network-Infra
EK
BoardsBacklogsConstruction Document Review

Construction Document Review

Dashboard

Monthly infrastructure impact review

Sanitized mock
Reviews this month
8
+2 vs avg
Submittals reviewed
27
Cabling items flagged
46
Avg cycle time
3.2 d
↓ 0.6 d
Findings by area
Floor Plan
22
Cabling
34
Device Impact
18
Low-Voltage Std
14
AP / Data Outlet
27
Comment status
Closed67%
In Discussion19%
Open Risk10%
Escalated4%
Risk / dependency tracker
Ceiling grid conflict — L3 northWatch
Missing IDF backboard detailOpen
AP spacing vs partition planWatch
Data outlet count vs headcountInfo
Fiber sleeve pathway missingOpen
Review process flow
Receive CDs
Review Network Impacts
Identify Gaps
Document Comments
Coordinate w/ Stakeholders
Track to Closure
Representative mock dashboard with sanitized sample data.portfolio.local / construction-document-review
Recurring review cadence: 5–10 construction document sets per month analyzed for network and low-voltage impact.
04
Azure DevOps/ephrem-portfolio/Network-Infra
EK
BoardsBacklogsLink Maintenance Notification Automation

Link Maintenance Notification Automation

Dashboard

Power Automate + AI Builder pipeline

Sanitized mock
Emails processed / mo
342
Windows extracted
298
Calendar invites
291
97% auto
Hours saved / mo
~46
End-to-end flow
Vendor Email
Power Automate Trigger
AI Builder Extraction
Validation
SharePoint Log
Stakeholder Notification
Calendar Invite
AI extraction confidence
≥ 0.968%
0.75–0.922%
< 0.75 (review)10%
Exceptions this month
Missing end time
6
Ambiguous impact
4
Timezone mismatch
3
Duplicate window
2
Processing time (min, weekly)
Trending down as validators improved.
Recently processed windows
VendorStartEndTicketImpactConfidenceStatus
Vendor ASat 02:00Sat 04:00CHG-10421Low0.94Auto-logged
Vendor BSun 01:30Sun 03:30CHG-10438Medium0.88Auto-logged
Vendor CTue 22:00Wed 02:00CHG-10460High0.71Manual review
Vendor DFri 03:00Fri 05:00CHG-10477Low0.96Auto-logged
Representative mock dashboard with sanitized sample data.portfolio.local / link-maintenance-notification-automation
Automation that parses vendor maintenance emails, extracts fields with AI Builder, logs to SharePoint, and dispatches calendar invites.
05
Azure DevOps/ephrem-portfolio/Network-Infra
EK
BoardsBacklogsPower Apps Inventory Management

Power Apps Inventory Management

Dashboard

Global + project inventory across network materials

Sanitized mock
Global items
4,812
On projects
1,206
Low-stock alerts
14
Pending returns
38
Inventory by category
Switches
128
Patch Cables
940
Fiber
322
Copper
610
AP Accessories
244
Rack Components
156
PDUs
74
Movement (last 4 weeks)
Status mix
In stock62%
Assigned22%
Returned10%
Restock6%
Recent inventory records
ItemCategoryQtyLocationAssigned ProjectStatusUpdated
48-port switchSwitches6Warehouse-ARenovation Wave 2Assigned2h ago
LC-LC fiber patchFiber120Warehouse-ANetwork Room BuildIn stock1d ago
Cat6A patch 5ftPatch Cables40Site-North IDFTCP RolloutAssigned3h ago
Rack PDU 30APDUs3Warehouse-BNetwork Room BuildRestock5h ago
AP mount kitAP Accessories24Site-East IDFRenovation Wave 2Returnedyesterday
Representative mock dashboard with sanitized sample data.portfolio.local / power-apps-inventory-management
Low-code inventory app I built to track network materials across projects, warehouses, and returns.
06
Azure DevOps/ephrem-portfolio/Network-Infra
EK
BoardsBacklogsScrum Master Delivery Health

Scrum Master Delivery Health

Dashboard

Team flow, capacity, and continuous improvement

Sanitized mock
Sprint predictability
92%
Capacity utilization
86%
Carryover
7%
↓ from 14%
Blocked stories
4
Velocity trend
Work item aging (days)
< 3d
24
3–7d
15
7–14d
6
> 14d
2
Ceremony completion
Daily100%
Refinement96%
Planning100%
Review92%
Retro100%
Blocker tracker
BlockerAgeOwnerStatus
Vendor RF walk delayed3dWireless Eng.Escalated
Awaiting cabling submittal5dConst. PMIn progress
Change window slot2dNetOpsScheduled
Access badge for contractor1dSecurityOpen
Retrospective actions
Refine acceptance criteria before planningDone
Add carrier dependency lane to boardDone
Automate risk register exportIn flight
Standardize submittal review checklistIn flight
Representative mock dashboard with sanitized sample data.portfolio.local / scrum-master-delivery-health
Operating view I run as Scrum Master — sprint predictability, blockers, capacity, and retro follow-through.
07
Azure DevOps/ephrem-portfolio/Network-Infra
EK
BoardsBacklogsNetwork Infrastructure Product Owner

Network Infrastructure Product Owner

Dashboard

Vision, backlog, and PI objectives

Sanitized mock
Backlog readiness
88%
Accepted deliverables
42 / 48
Stakeholder requests
27
Open dependencies
6
Priority distribution
Must30%
Should40%
Could22%
Won't (now)8%
Product vision themes
Reliable wireless everywhere78%
Zero-touch site enablement62%
Automated delivery visibility84%
Sustainable network rooms55%
Frictionless renovation delivery68%
PI objective progress
Stakeholder requests · triage
RequestRequester GroupThemePriorityState
Add coverage in south wingFacilitiesWirelessMustRefined
RFID handoff for shippingOpsIoTShouldIn discovery
Time-clock swap in break roomsHREndpointShouldPlanned
Renovation cutover scheduleConst. PMProgramMustAccepted
Representative mock dashboard with sanitized sample data.portfolio.local / network-infrastructure-product-owner
Product Owner operating view — vision themes, backlog priorities, stakeholder demand, and PI objective progress.
08
Azure DevOps/ephrem-portfolio/Network-Infra
EK
BoardsBacklogsNetwork Room Build

Network Room Build

Dashboard

Design coordination and readiness

Sanitized mock
Rack elevation review
82%
Power review
74%
Cabling readiness
61%
Build readiness score
72 / 100
Rack elevation (mock)
U24
U22
U20
U18
U16
U14
U12
U10
U8
U6
U4
U2
Cable manager
Core switch A
Core switch B
Cable manager
Access switch 1
Access switch 2
Patch panel · Copper
Patch panel · Fiber
1U reserved
IPPDU · A
IPPDU · B
Blanking panel
Power & PDU planning
Circuit A load
62
Circuit B load
58
Redundancy
100
Headroom
38
Open technical decisions
Final ToR vs EoR layoutDeciding
Fiber count reservationDeciding
Cold-aisle containmentBlocking
Ladder rack routingDeciding
Representative mock dashboard with sanitized sample data.portfolio.local / network-room-build
Technical coordination view for a network room build — rack elevation, power, cabling, cooling, and open decisions.
09
Azure DevOps/ephrem-portfolio/Network-Infra
EK
BoardsBacklogsRenovation Network Delivery

Renovation Network Delivery

Dashboard

Cross-floor coordination and readiness

Sanitized mock
Floors under review
6
Cabling tasks
128
AP readiness
74%
Outlet readiness
68%
Submittal review status
Approved52%
Approved w/ comments30%
Revise & resubmit13%
Rejected4%
Device impact items
Displaced APs
22
Cameras to relocate
9
Time clocks
6
Printers / MFPs
14
Vendor dependency
Cabling contractorOn schedule
Low-voltage subcontractorWatch
Ceiling / drywall tradeWatch
Furniture vendorBlocking
Delivery timeline
Design Review
Submittal Review
Cabling Coordination
Device Readiness
Implementation
Validation
Closeout
Representative mock dashboard with sanitized sample data.portfolio.local / renovation-network-delivery
Delivery view for network infrastructure work on renovation projects — cabling, APs, outlets, and construction dependencies.
10
Azure DevOps/ephrem-portfolio/Network-Infra
EK
BoardsBacklogsNCR Build Readiness Dashboard

NCR Build Readiness Dashboard

Dashboard

Network Communications Room · Buildout coordination

Sanitized mock
Build readiness
78%
+9% wk
Risk level
Medium
Open decisions
6
Racks planned
8
PDUs / IPPDUs
14
Vendors engaged
5
Readiness by workstream
Rack elevation
85
Power readiness
72
PDU / IPPDU
68
Equipment placement
80
Cabling pathways
74
Vendor deps
60
Open technical decisions by area
Power33%
Cabling17%
Rack layout33%
Vendor17%
Next milestone
Equipment stage-inT-5 days
PDU installT-9 days
Cabling dress-outT-12 days
Handover to opsT-18 days
Readiness tracker
ItemOwner groupStatusRiskNext action
Rack elevation reviewNetwork EngApprovedLowBaseline locked
Power / circuit planFacilitiesIn reviewMedConfirm A/B feed
PDU / IPPDU specNetwork EngIn progressMedVendor quote back
Equipment placementDelivery LeadApprovedLowPublish layout v2
Cabling pathwaysCabling vendorIn progressLowTray survey
Vendor dependencyVendor mgmtAt riskHighEscalate lead time
Representative mock dashboard with sanitized sample data.portfolio.local / ncr-build-readiness-dashboard
Representative mock dashboard with sanitized sample data showing NCR build readiness, technical dependencies, rack/power planning, and infrastructure coordination.
11
Azure DevOps/ephrem-portfolio/Network-Infra
EK
BoardsBacklogsIoT Environmental Sensors Deployment

IoT Environmental Sensors Deployment

Dashboard

Smart building · Network-connected sensors

Sanitized mock
Locations planned
120
Completed
74
+12 wk
Remaining
46
Deployment health
On track
Blockers
4
Open risks
3
Deployment progress (weekly installs)
Readiness by dimension
Network ready
88
Access ready
72
Vendor sched
65
Validation
58
Completed vs remaining
Completed62%
In progress15%
Not started23%
Location-level status (sanitized)
ZoneSensorsNetworkAccessVendorValidationNext milestone
Zone A · Floor 118 / 18ReadyReadyConfirmedPassedHandover
Zone B · Floor 214 / 20ReadyPartialScheduledIn progressInstall wk 3
Zone C · Floor 38 / 22ReadyPendingScheduledPendingAccess approval
Zone D · Basement0 / 16PendingBlockedHold—Facilities dep.
Zone E · Annex12 / 12ReadyReadyConfirmedPassedClosed
Zone F · Rooftop22 / 32ReadyPartialScheduledIn progressWeather window
Representative mock dashboard with sanitized sample data.portfolio.local / iot-environmental-sensors-deployment
Representative mock dashboard with sanitized sample data showing IoT environmental sensor deployment progress, network readiness, location tracking, and implementation risks.
12
Azure DevOps/ephrem-portfolio/Network-Infra
EK
BoardsBacklogsNetGuard AI Incident Prioritization Dashboard

NetGuard AI Incident Prioritization Dashboard

Dashboard

MSIT Capstone prototype · AI-assisted network incident triage

Sanitized mock
Active incidents
146
High priority
9
Medium priority
31
Low priority
106
Outage risk score
62 / 100
AI confidence
0.87
Severity distribution
Critical6%
High15%
Medium28%
Low / info51%
Top affected sites (mock)
Campus A
92
Campus B
71
Distribution Ctr
58
Branch North
37
Remote Lab
19
Alert frequency trend (24h)
Top device categories
Core switch
84
Access switch
62
Wireless AP
48
Firewall / edge
33
UPS / power
21
Maintenance-window match
Matched active window (suppressed)34
No matching window (actionable)112
Human review status
Review pending12
Reviewed & approved97
Reviewed & overridden8
Auto-suppressed (maintenance)29
Recommended triage queue (mock incidents)
Incident IDSiteDevice typeSeverityAlertsSite criticalityMaintenance windowAI priority scoreRecommended actionHuman review
INC-1001Campus ACore SwitchHigh18CriticalNone active92EscalatePending
INC-1002Campus BFirewallHigh11CriticalNone active88EscalateApproved
INC-1003Distribution CtrAccess SwitchMedium7HighNone active74InvestigatePending
INC-1004Campus AWireless AP clusterMedium9MediumNone active61CorrelateApproved
INC-1005Branch NorthAccess SwitchLow4MediumWindow 22:00–02:0034MonitorOverridden
INC-1006Remote LabUPSLow2LowWindow 01:00–05:0018SuppressAuto
Risk explanation — why INC-1001 scored 92
  • •High severity signal on a business-impacting device
  • •Site classified as Critical (Campus A)
  • •18 repeated alerts within a 60-minute window
  • •No matching maintenance window found
  • •Similar outage pattern observed in historical data
  • •Core-tier device — downstream dependency impact
Representative mock dashboard with sanitized sample data.portfolio.local / netguard-ai-incident-prioritization-dashboard
Representative mock dashboard with sanitized sample data. Academic capstone prototype — no real devices, sites, tickets, alerts, or employer data.
13
Azure DevOps/ephrem-portfolio/Network-Infra
EK
BoardsBacklogsNetGuard AI Scoring Logic Flow

NetGuard AI Scoring Logic Flow

Dashboard

MSIT Capstone prototype · Decision-support pipeline

Sanitized mock
End-to-end pipeline
Network Alerts
Data Cleaning
Feature Extraction
Priority Scoring
Risk Explanation
Human Review
Incident Queue
Escalation / Resolution
Scoring factors and illustrative weights
FactorWeightExample inputContribution
Incident severity25%High23
Site criticality20%Critical19
Device criticality18%Core tier16
Alert frequency15%18 in 60 min14
Historical pattern match10%Similar outage9
Maintenance context7%No window7
Business impact5%Revenue-facing4
Score bands and recommended action
85–100 · Escalate / page on-callHigh
60–84 · Investigate / correlateMedium
30–59 · MonitorLow
0–29 · Suppress / batch reviewInfo
Representative mock dashboard with sanitized sample data.portfolio.local / netguard-ai-scoring-logic-flow
Representative mock artifact with sanitized sample data illustrating how alerts move from intake to scored, explained, human-reviewed incidents.
14
Azure DevOps/ephrem-portfolio/Network-Infra
EK
BoardsBacklogsNetGuard AI Product Architecture

NetGuard AI Product Architecture

Dashboard

MSIT Capstone prototype · Conceptual architecture

Sanitized mock
1 · Data sources / alert inputs
  • Monitoring alert feed (mock)
  • Incident/ticket records (mock)
  • Device & site inventory
  • Maintenance window calendar
  • Historical outage archive
2 · Incident preprocessing
  • De-duplication & noise filtering
  • Normalization of fields
  • Alert-to-incident correlation
  • Maintenance-window matching
  • Feature extraction
3 · Scoring logic
  • Weighted factor model
  • Severity & criticality scoring
  • Frequency & recurrence signals
  • Confidence estimate
  • Plain-language explanation generator
4 · Dashboard layer
  • Triage queue view
  • Incident detail & explanation
  • Site / device rollups
  • Trend and severity charts
5 · Human review workflow
  • Analyst approves, overrides, or defers
  • Override reason captured
  • Escalation path recorded
  • Feedback loop into scoring
6 · Reporting layer
  • Executive outage-risk summary
  • Recurring site / device insights
  • Volume and response trends
  • Review-quality metrics
Security, privacy, and responsible-AI considerations
  • •Human-in-the-loop review before escalation or action
  • •Explainable scoring — every rank shows its reasoning
  • •Least-privilege access to incident and inventory data
  • •Sanitized / mock data used for all portfolio artifacts
  • •NIST AI Risk Management Framework awareness
  • •Audit trail for overrides and escalations
Representative mock dashboard with sanitized sample data.portfolio.local / netguard-ai-product-architecture
Representative mock artifact with sanitized sample data showing conceptual layers only — no employer systems, vendors, or production topology.