Strategies for Cleaner Data: Merging Data from Multiple Sources

Video Segment from Strategies for Cleaner Data, featuring Cassie Bruce

In this micro-segment from Strategies for Cleaner Data, Cassie Bruce addresses the first major operational hurdle organizations face: merging data from multiple sources without compromising integrity.

It sounds routine.

Import the list.

But merging data is rarely that clean.

Different vendors structure education data differently. One file may list district-level contacts only. 

Another may include school-level roles. Titles are abbreviated inconsistently. Naming conventions vary. Unique identifiers are often missing or unreliable.

And when records don’t match perfectly, systems must decide:
Are these two contacts the same person?


Without thoughtful matching logic and hierarchy rules, merges create duplication, misalignment, and reporting distortion.
 

Many organizations rely too heavily on surface-level matching — email address alone, or basic name-and-district pairing. But education professionals change roles and email domains frequently. A simplistic merge strategy quickly breaks down.

The real solution lies in layered validation:
  • Standardized formatting before ingestion
  • Hierarchical alignment (district-to-school relationships)
  • Defined survivorship rules when conflicts arise
  • Continuous monitoring for duplication or drift
 
Merging is not a one-time event.
It is an ongoing discipline.

When done strategically, merging data from multiple sources strengthens segmentation, improves campaign accuracy, and enhances long-term reporting confidence.

When done hastily, it multiplies error at scale.

The insight from this segment is clear:

Data consolidation is not just about combining records.

If your reporting feels inconsistent or your campaigns struggle with precision, your merge strategy may be the hidden culprit.
 
 

Watch the full webinar to explore practical strategies for integrating education data without sacrificing accuracy or explore Agile’s Data Integrations to get started.

Cassie Bruce

Author

Cassie Bruce

Client Integration Success Manager, Agile Education Marketing

Cassie Bruce, Director of Integration Client Success at Agile Education Marketing, is a strategic relationship-builder with a deep understanding of client integration and long-term success. Cassie brings a strong blend of technical knowledge and client-focused leadership to her role. She plays a pivotal part in ensuring seamless system integrations while guiding partners through implementation, optimization, and ongoing growth. Known for her proactive communication and collaborative approach, Cassie works closely with internal and external teams to deliver smooth, effective solutions that drive measurable results for education-focused organizations.

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