Capability
Data, Integration & Business Intelligence
Useful business intelligence begins with clear systems of record and definitions, not a chart library.
I map where data originates, who owns it, how systems exchange it, and how operational records become metrics leaders can trust.
That foundation supports APIs, integrations, reporting, dashboards, and cross-functional decision paths without erasing domain-specific meaning.
Business problem
Leaders cannot act confidently when functions maintain competing records, reports require manual reconciliation, and metrics lack clear ownership or lineage.
Includes
- Authoritative data ownership
- APIs and integrations
- Reporting and dashboards
- Cross-functional intelligence
Business challenges
- Conflicting records and unclear authoritative ownership
- Manual reporting assembled from disconnected applications
- Metrics without traceable definitions, targets, or source context
- Functional silos that hide cross-business impacts
My approach
- 01Define enterprise masters, domain records, and ownership boundaries.
- 02Design integration contracts and APIs around durable business concepts.
- 03Preserve history, targets, and metric lineage for trustworthy reporting.
- 04Build decision-support views that drill back to accountable operational detail.
Related work
Selected evidence from work already documented in the portfolio.
- Business Command Center
Turning fragmented business data into cross-functional management visibility
- StackScore
Strategic technology decision-making platform for structured planning and measurable improvement
Supporting technologies
Secondary context that supports delivery. Technology does not lead this page.
- Relational data modeling
- APIs
- Integration architecture
- Historical snapshots
- KPI design
- Executive dashboards
Lessons learned
- A dashboard cannot repair unclear data ownership.
- Shared management language should preserve functional context.
- Decision support is credible when a signal can be traced to its source.
Relevant experience
Developed executive reporting and operational visibility while designing relational platforms that connect domain records, metrics, trends, exceptions, and accountable detail.