A practical guide to reliable engagement data.

Collecting partnership data is just the first step. If that data is inconsistent, incomplete, or outdated, it can't do what it's meant to do — support decision-making, demonstrate impact, and build institutional credibility.

Data hygiene isn't a one-time fix. It's an ongoing practice. And when done well, it transforms your Collaboratory data from a reporting obligation into a genuine strategic asset.

In this guide, you'll learn:

• The 6 core principles of data hygiene — and why each one matters for your institution
• Practical strategies for standardizing data entry across a diverse user base
• How to build internal processes — from training and naming conventions to moderation checklists — that keep your data reliable over time
• Why regular audits and feedback loops are essential for long-term data quality

Whether you're just getting started or trying to clean up years of inconsistent entries, this guide gives you a clear, actionable framework for maintaining data you can actually trust.