Data Trust Engine
The governance layer beneath every PRAGATI number — golden-record reconciliation, attribute-level survivorship, entity resolution, data lineage, confidence scoring, and low-code business rules. Works above your existing Banner, Slate, Terra Dotta, ViaTRM, and Salesforce systems without replacing them.
Golden-record governance
One consolidated, best-source record per institution, country, agreement, and faculty — with attribute-level survivorship across Banner, PeopleSoft, Workday, Slate, and other connected systems.
Entity resolution
Rule-based and AI-assisted matching collapses duplicates across source systems into trusted golden copies — no manual deduplication required.
Confidence scoring
Every record and attribute carries a transparent confidence score driven by freshness, completeness, and cross-source verification. Low-confidence data is flagged, not hidden.
Data lineage
Immutable event history traces every value back to its source system — auditable end to end, ready for compliance review.
Source reconciliation
A reliability-ranked survivorship hierarchy resolves conflicts across your connected systems and logs every decision for audit.
Low-code business rules
When/then rules for validation, mapping, matching, alerts, and distribution — configurable by your IR team without engineering.
Vendor-neutral data governance
The Data Trust Engine does not replace Banner, Slate, Terra Dotta, ViaTRM, Salesforce, or any other system of record. It sits above them — ingesting, reconciling, and scoring data from each source while leaving your existing workflows intact. Your SIS, CRM, and partnership management tools remain the systems of action; PRAGATI is the intelligence layer above them.