This quarter, DataVerse matured as the agency's centralized platform and unified data dictionary by delivering capabilities that
embed governance, quality, and sustainability into day-to-day operations: the
Manage Asset Workflow enables business user self-service with governed approvals, reducing rework while strengthening accountable stewardship; a
decoupled Data Warehouse–DataVerse interface makes DataVerse a reliable, read-only consumer of curated data, improving resilience and lowering maintenance overhead; the
System Value Manager provides no code updates to taxonomies and templates, shortening change cycles and aligning terminology across programs; and
bulk import tooling accelerates onboarding at scale, harmonizing large datasets into consistent structures. These technical advances are sustained by weekly collaboration with Data Warehouse, expanded engagement with Public School Calendar and SIS teams, ongoing coordination with DSA to refine asset definitions, and role-aligned training tied to the Agency Data Strategy Policy — together elevating usability, transparency, and data quality for analysts and engineers. With continued executive emphasis on role accountability and engagement, the organization can
scale these gains, unlocking faster program insights and a
durable, cost-efficient data foundation ready for broad rollout.
Technical Accomplishments
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Manage Asset Workflow
The framework for an asset management workflow has been established. This includes basic UI collection of information coupled with review and approval processes to allow business users to add and edit their information directly into the system.
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Data Warehouse/DataVerse Interface
Data Warehouse and DataVerse continue to improve upon a common interface where Data Warehouse can prepare data for DataVerse to ingest with proper decoupling, so DataVerse is merely a read-only consumer.
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DataVerse System Value Manager
The system has an early working version of a value manager where appropriate users can update and modify recognized system values without code deployment or UI modification. This allows quick changes to feedback for things like field names and values recognized in a field, and can be expanded to include customization of entire templates of information (called containers in the system).
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Bulk Import Tools
In preparation for integration with program area staff across the agency, DataVerse now has a functioning bulk import tool built around a template. This will facilitate fast onboarding of large quantities of data in preparation for full system rollout.
Value Proposition and Sustainability
Value Proposition
DataVerse continues to evolve into a centralized platform for data access and a unified agency data dictionary. This quarter's work strengthens the platform's ability to serve diverse data roles — from analysts to engineers — by improving usability, transparency, and data quality.
Sustainability
Sustaining this momentum requires continued collaboration, policy alignment, and technical support. The team remains committed to:
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Collaboration
- The team continues to engage weekly with Data Warehouse.
- Program area engagement has expanded to include Public School Calendar (both program area and dev staff) as well as the SIS dev team.
- The team regularly engages with DSA to refine asset definitions and work through early preview testing of concepts before expanding to larger pilot groups.
- The team has been compiling a comprehensive list of agency data collections, and their corresponding program department data owners, in anticipation of entering data assets into DataVerse.
- The team has been working on training resources to complement the agency Data Strategy Policy data roles to help all agency data roles understand their roles and responsibilities for all agency data activities, including utilization of DataVerse.
Strategic Considerations for Executive Leadership
To ensure long-term success, executive leadership is encouraged to:
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Continue to emphasize the importance of accountability and engagement for all agency data roles, both program and technical, for all agency data activities.