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Home » Newsroom » Blog
Blog
March 20, 2026

Rebuilding the Data Foundation: How an Large University Modernized Advancement for the Analytics Era

Case StudyData ServicesDigital TransformationHigher EducationSalesforceThought Leadership

For a global institution whose Advancement operation touches hundreds of thousands of alumni and donors, data is the engine to drive real impact.

When a large University began replacing its legacy Advancement customer relationship management (CRM), leadership understood that the stakes extended far beyond system replacement. The University was managing more than 350,000 constituents, nearly 3 million giving records, 22,000 funds, and approximately 300 active CRM users across Advancement functions. At that scale, analytics must be the foundational, not optional.

With the need extending beyond simply migrating to a new CRM, the question was whether the University would replicate decades of accumulated complexity—or rebuild its data architecture for the next generation.

Enlisting guidance and technical support from Attain Partners, they chose to rebuild.

Transitioning from Legacy CRM to a Scalable Advancement Data Strategy

The previous system had served the Advancement office for more than two decades. Over time, customizations, reporting workarounds, and integrations layered on top of one another. While functional, the environment became increasingly complex, making it difficult to deliver consistent reporting, scalable segmentation, and cross-unit insight.

Advancement itself was also evolving, no longer only centered on recording transactions. Relationship intelligence has become a greater priority—and understanding patterns across giving, events, volunteerism, and engagement in a single, unified view was crucial. Replacing the system of record turned into an opportunity to rethink how data should flow across the institution.

The new platform—built on Salesforce and an Advancement-specific data model—was intentionally designed to stay as native as possible to the ecosystem. Avoiding unnecessary customization was not simply a technical preference; it was a long-term analytics strategy. Reducing technical debt meant preserving agility and protecting future innovation.

The objective was clear: build a CRM that behaves like an analytics platform.

Embedding Reporting and Analytics into CRM Implementation

In many CRM migrations, reporting is addressed after configuration. Attain Partners collaborated with the University to explore a different approach. Analytics was embedded directly into implementation planning. Functional sprints aligned business processes—biographical data, gift processing, prospect management, membership, stewardship—with reporting dependencies from the outset.

Data mapping and integration logic were developed concurrently with configuration. Instead of recreating legacy reporting artifacts, the university streamlined its reporting inventory with an emphasis on standardized KPIs, native dashboards, and role-based visibility within the CRM environment.

This shift reduced reliance on external BI tools and aligned Advancement units around shared definitions. When metrics are standardized and embedded within the system of record, teams move from debating numbers to acting on insight.

Defining High-Value Reports and Dashboards for Advancement

One of the University’s early realizations was that migrating to a new CRM would inevitably require rethinking reporting and dashboards. Simply recreating legacy reports in a modern system would not deliver meaningful progress.

At the same time, the institution did not want to rely solely on generic, out-of-the-box dashboards that failed to reflect its unique Advancement structure.

The challenge was nuanced.

  • How do we determine which reports truly matter?
  • How do we balance executive visibility with operational usability?
  • How do we avoid over-engineering dashboards that become costly to maintain?

Rather than starting with a fixed list of reports to rebuild, Attain Partners engaged the University in collaborative design sessions to align business goals, data model capabilities, and reporting strategy.

Functional leaders, analysts, and technical architects worked together to define:

  • Which KPIs required standardization
  • Which dashboards should be consolidated
  • Where native functionality was sufficient
  • Where customization would add long-term value
  • Where complexity would outweigh benefit

This approach reduced duplication, streamlined the reporting inventory, and ensured that what was built was both actionable and sustainable.

The outcome captured more than a new reporting suite, it reflected clarity—clarity around what needed to be measured, why it mattered, and how the system should support it.

Managing Data Integration and Migration at Enterprise Scale

The complexity of this transformation was significant. The University required integration across more than 40 systems—including financial systems, online giving platforms, student systems, event tools, volunteer platforms, and analytics environments.

Data migration included almost 3 million giving transactions, hundreds of thousands of constituent profiles, prospect ratings, event participation records, fund allocation structures, and volunteer management data. The approach was modular and iterative. For each implementation epic, Attain Partners’ technical team executed mock migrations prior to production deployment to validate accuracy, resolve defects, and reduce institutional risk.

At this scale, analytics maturity depends on disciplined data management and deliberate, secure architectural design. Employing a controlled project server model ensured sensitive data remained within institutional governance boundaries throughout migration and integration activities.

Establishing Data Governance to Support CRM and Analytics Success

Enterprise analytics requires enterprise governance. The 24-month, sprint-based implementation emphasized structured scope management, centralized risk tracking, stage-gate reviews, and executive oversight.

Clear decision rights, defined escalation paths, and disciplined project tracking ensured alignment between data architecture and institutional objectives. Rather than slowing progress, governance preserved it—protecting the timeline, safeguarding strategic intent, and reinforcing accountability across workstreams.

Nearly 300 CRM users required training, engagement, and structured readiness planning to ensure adoption at scale. By pairing sprint delivery with stakeholder analysis, communications planning, and iterative user acceptance testing, Attain Partners helped to position the University not only for a successful go-live, but for long-term ownership well after the project’s conclusion.

Enabling Advanced Analytics and Future Data Capabilities

Today, the University operates on a unified Advancement CRM designed to support 360-degree constituent intelligence, scalable segmentation, and real-time reporting visibility. Technical debt has been reduced. Integrations are structured. Reporting is embedded. Governance is formalized.

Because analytics was treated as a non-negotiable priority during implementation, the University is now well-positioned to expand into predictive modeling, AI-assisted prospect scoring, advanced engagement analytics, and future Data Cloud initiatives—without rebuilding its foundation again.

By rebuilding the data foundation that fuels Advancement strategy, this transformation was about so much more than simply introducing new software. Attain Partners enabled the University to redesign for clarity—creating an engagement platform engineered for analytics maturity at scale.

Attain Partners – Advancement CRM and Analytics Expertise

Attain Partners supports higher education institutions in aligning Advancement strategy, CRM architecture, and data governance to enable long-term analytics maturity and sustainable digital transformation.

Learn more about our Advancement Advisory, Salesforce Innovation, and Advanced Analytics services to discover how Attain Partners can support your Advancement transformation.

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