Harmonization
Identifiers, units, and time zones are normalized before publication; conflicting sources are versioned rather than silently overwritten.
IBDT · University of Toronto
A single, governed platform for discovering, requesting, and using campus building data—serving operations and research alike.
Drawings, meters, work orders, and models all describe the same buildings, yet they typically reside in separate systems. The IBDT Data Portal brings them together in a single governed layer. Using knowledge graphs, it creates interoperability between datasets without requiring prior knowledge of each source’s schema.
Data streams and records are catalogued with lineage and retention policies, and published as queryable views in which permissions follow the asset.
Three capabilities underpin the portal: harmonization that makes relationships between datasets explicit, analytics tied to shared definitions, and governance policies for consistent collection, quality control, and use of data.
Identifiers, units, and time zones are normalized before publication; conflicting sources are versioned rather than silently overwritten.
Indicators and summaries are documented with their refresh cadence and known limitations, so every figure can be traced to its source.
Policy updates are introduced with notice, and usage patterns guide ongoing refinement—so the platform grows sustainably.
Data volume is rarely the obstacle—ambiguity is. When the same room carries three different identifiers across maintenance, drawing, and energy systems, every retrofit and every study inherits that inconsistency. The portal does not replace source systems; it makes the connections between them explicit, reliable, and governed.